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@article{DBLP:journals/corr/abs-2401-01623,
  author       = {Haonan Wang and
                  James Zou and
                  Michael Mozer and
                  Anirudh Goyal and
                  Alex Lamb and
                  Linjun Zhang and
                  Weijie J. Su and
                  Zhun Deng and
                  Michael Qizhe Xie and
                  Hannah Brown and
                  Kenji Kawaguchi},
  title        = {Can {AI} Be as Creative as Humans?},
  journal      = {CoRR},
  volume       = {abs/2401.01623},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2401.01623},
  doi          = {10.48550/ARXIV.2401.01623},
  eprinttype    = {arXiv},
  eprint       = {2401.01623},
  timestamp    = {Wed, 17 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2401-01623.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-05006,
  author       = {Huiying Zhong and
                  Zhun Deng and
                  Weijie J. Su and
                  Zhiwei Steven Wu and
                  Linjun Zhang},
  title        = {Provable Multi-Party Reinforcement Learning with Diverse Human Feedback},
  journal      = {CoRR},
  volume       = {abs/2403.05006},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2403.05006},
  doi          = {10.48550/ARXIV.2403.05006},
  eprinttype    = {arXiv},
  eprint       = {2403.05006},
  timestamp    = {Wed, 03 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2403-05006.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-13964,
  author       = {Jiachen T. Wang and
                  Zhun Deng and
                  Hiroaki Chiba{-}Okabe and
                  Boaz Barak and
                  Weijie J. Su},
  title        = {An Economic Solution to Copyright Challenges of Generative {AI}},
  journal      = {CoRR},
  volume       = {abs/2404.13964},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2404.13964},
  doi          = {10.48550/ARXIV.2404.13964},
  eprinttype    = {arXiv},
  eprint       = {2404.13964},
  timestamp    = {Sat, 25 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2404-13964.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mbec/YuLDZY23,
  author       = {Zhun Yu and
                  Lei Liu and
                  Yongzhi Deng and
                  Xiaowen Zhang and
                  Chao Yu},
  title        = {Study on the blood flow characteristics of venous needle retention
                  with different super-hydrophobic surface structures},
  journal      = {Medical Biol. Eng. Comput.},
  volume       = {61},
  number       = {3},
  pages        = {867--874},
  year         = {2023},
  url          = {https://doi.org/10.1007/s11517-023-02767-5},
  doi          = {10.1007/S11517-023-02767-5},
  timestamp    = {Tue, 28 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/mbec/YuLDZY23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tip/WuZFDZ23,
  author       = {Jie Wu and
                  Dingshun Zhu and
                  Leyuan Fang and
                  Yue Deng and
                  Zhun Zhong},
  title        = {Efficient Layer Compression Without Pruning},
  journal      = {{IEEE} Trans. Image Process.},
  volume       = {32},
  pages        = {4689--4700},
  year         = {2023},
  url          = {https://doi.org/10.1109/TIP.2023.3302519},
  doi          = {10.1109/TIP.2023.3302519},
  timestamp    = {Thu, 31 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tip/WuZFDZ23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/DengS0ZP23,
  author       = {Zhun Deng and
                  He Sun and
                  Steven Wu and
                  Linjun Zhang and
                  David C. Parkes},
  editor       = {Francisco J. R. Ruiz and
                  Jennifer G. Dy and
                  Jan{-}Willem van de Meent},
  title        = {Reinforcement Learning with Stepwise Fairness Constraints},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  25-27 April 2023, Palau de Congressos, Valencia, Spain},
  series       = {Proceedings of Machine Learning Research},
  volume       = {206},
  pages        = {10594--10618},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v206/deng23a.html},
  timestamp    = {Mon, 19 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/DengS0ZP23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/NakadaGDJ0Z23,
  author       = {Ryumei Nakada and
                  Halil Ibrahim Gulluk and
                  Zhun Deng and
                  Wenlong Ji and
                  James Zou and
                  Linjun Zhang},
  editor       = {Francisco J. R. Ruiz and
                  Jennifer G. Dy and
                  Jan{-}Willem van de Meent},
  title        = {Understanding Multimodal Contrastive Learning and Incorporating Unpaired
                  Data},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  25-27 April 2023, Palau de Congressos, Valencia, Spain},
  series       = {Proceedings of Machine Learning Research},
  volume       = {206},
  pages        = {4348--4380},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v206/nakada23a.html},
  timestamp    = {Mon, 19 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/NakadaGDJ0Z23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaif/SunDCP23,
  author       = {He Sun and
                  Zhun Deng and
                  Hui Chen and
                  David C. Parkes},
  title        = {Decision-Aware Conditional GANs for Time Series Data},
  booktitle    = {4th {ACM} International Conference on {AI} in Finance, {ICAIF} 2023,
                  Brooklyn, NY, USA, November 27-29, 2023},
  pages        = {36--45},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3604237.3626855},
  doi          = {10.1145/3604237.3626855},
  timestamp    = {Sun, 10 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icaif/SunDCP23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/Deng0ZYCS023,
  author       = {Zhun Deng and
                  Jiayao Zhang and
                  Linjun Zhang and
                  Ting Ye and
                  Yates Coley and
                  Weijie J. Su and
                  James Zou},
  title        = {{FIFA:} Making Fairness More Generalizable in Classifiers Trained
                  on Imbalanced Data},
  booktitle    = {The Eleventh International Conference on Learning Representations,
                  {ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
  publisher    = {OpenReview.net},
  year         = {2023},
  url          = {https://openreview.net/pdf?id=zVrw4OH1Lch},
  timestamp    = {Fri, 30 Jun 2023 14:38:38 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/Deng0ZYCS023.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/SnellZDPZ23,
  author       = {Jake Snell and
                  Thomas P. Zollo and
                  Zhun Deng and
                  Toniann Pitassi and
                  Richard S. Zemel},
  title        = {Quantile Risk Control: {A} Flexible Framework for Bounding the Probability
                  of High-Loss Predictions},
  booktitle    = {The Eleventh International Conference on Learning Representations,
                  {ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
  publisher    = {OpenReview.net},
  year         = {2023},
  url          = {https://openreview.net/pdf?id=p6jsTidUkPx},
  timestamp    = {Fri, 30 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/SnellZDPZ23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KawaguchiDJH23,
  author       = {Kenji Kawaguchi and
                  Zhun Deng and
                  Xu Ji and
                  Jiaoyang Huang},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {How Does Information Bottleneck Help Deep Learning?},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {16049--16096},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/kawaguchi23a.html},
  timestamp    = {Mon, 28 Aug 2023 17:23:08 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/KawaguchiDJH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/innovations/DengDZ23,
  author       = {Zhun Deng and
                  Cynthia Dwork and
                  Linjun Zhang},
  editor       = {Yael Tauman Kalai},
  title        = {HappyMap : {A} Generalized Multicalibration Method},
  booktitle    = {14th Innovations in Theoretical Computer Science Conference, {ITCS}
                  2023, January 10-13, 2023, MIT, Cambridge, Massachusetts, {USA}},
  series       = {LIPIcs},
  volume       = {251},
  pages        = {41:1--41:23},
  publisher    = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik},
  year         = {2023},
  url          = {https://doi.org/10.4230/LIPIcs.ITCS.2023.41},
  doi          = {10.4230/LIPICS.ITCS.2023.41},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/innovations/DengDZ23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DengZSPZ23,
  author       = {Zhun Deng and
                  Thomas P. Zollo and
                  Jake Snell and
                  Toniann Pitassi and
                  Richard S. Zemel},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {Distribution-Free Statistical Dispersion Control for Societal Applications},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/7ea46207ec9bda974b140fe11d8dd727-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/DengZSPZ23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ShenTDPK23,
  author       = {Qianli Shen and
                  Wai Hoh Tang and
                  Zhun Deng and
                  Apostolos F. Psaros and
                  Kenji Kawaguchi},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {PICProp: Physics-Informed Confidence Propagation for Uncertainty Quantification},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/68730224bbf35ffac7a4fbf9b1ea4bfe-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ShenTDPK23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-06232,
  author       = {Ryumei Nakada and
                  Halil Ibrahim Gulluk and
                  Zhun Deng and
                  Wenlong Ji and
                  James Zou and
                  Linjun Zhang},
  title        = {Understanding Multimodal Contrastive Learning and Incorporating Unpaired
                  Data},
  journal      = {CoRR},
  volume       = {abs/2302.06232},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2302.06232},
  doi          = {10.48550/ARXIV.2302.06232},
  eprinttype    = {arXiv},
  eprint       = {2302.06232},
  timestamp    = {Mon, 20 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-06232.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-04379,
  author       = {Zhun Deng and
                  Cynthia Dwork and
                  Linjun Zhang},
  title        = {HappyMap: {A} Generalized Multi-calibration Method},
  journal      = {CoRR},
  volume       = {abs/2303.04379},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.04379},
  doi          = {10.48550/ARXIV.2303.04379},
  eprinttype    = {arXiv},
  eprint       = {2303.04379},
  timestamp    = {Wed, 15 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-04379.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-03935,
  author       = {Yuzhen Mao and
                  Zhun Deng and
                  Huaxiu Yao and
                  Ting Ye and
                  Kenji Kawaguchi and
                  James Zou},
  title        = {Last-Layer Fairness Fine-tuning is Simple and Effective for Neural
                  Networks},
  journal      = {CoRR},
  volume       = {abs/2304.03935},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.03935},
  doi          = {10.48550/ARXIV.2304.03935},
  eprinttype    = {arXiv},
  eprint       = {2304.03935},
  timestamp    = {Tue, 18 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-03935.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-18887,
  author       = {Kenji Kawaguchi and
                  Zhun Deng and
                  Xu Ji and
                  Jiaoyang Huang},
  title        = {How Does Information Bottleneck Help Deep Learning?},
  journal      = {CoRR},
  volume       = {abs/2305.18887},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.18887},
  doi          = {10.48550/ARXIV.2305.18887},
  eprinttype    = {arXiv},
  eprint       = {2305.18887},
  timestamp    = {Wed, 07 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-18887.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-13786,
  author       = {Zhun Deng and
                  Thomas P. Zollo and
                  Jake C. Snell and
                  Toniann Pitassi and
                  Richard S. Zemel},
  title        = {Distribution-Free Statistical Dispersion Control for Societal Applications},
  journal      = {CoRR},
  volume       = {abs/2309.13786},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2309.13786},
  doi          = {10.48550/ARXIV.2309.13786},
  eprinttype    = {arXiv},
  eprint       = {2309.13786},
  timestamp    = {Wed, 27 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2309-13786.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-00754,
  author       = {Yiyang Zhou and
                  Chenhang Cui and
                  Jaehong Yoon and
                  Linjun Zhang and
                  Zhun Deng and
                  Chelsea Finn and
                  Mohit Bansal and
                  Huaxiu Yao},
  title        = {Analyzing and Mitigating Object Hallucination in Large Vision-Language
                  Models},
  journal      = {CoRR},
  volume       = {abs/2310.00754},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.00754},
  doi          = {10.48550/ARXIV.2310.00754},
  eprinttype    = {arXiv},
  eprint       = {2310.00754},
  timestamp    = {Wed, 18 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-00754.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-06923,
  author       = {Qianli Shen and
                  Wai Hoh Tang and
                  Zhun Deng and
                  Apostolos F. Psaros and
                  Kenji Kawaguchi},
  title        = {PICProp: Physics-Informed Confidence Propagation for Uncertainty Quantification},
  journal      = {CoRR},
  volume       = {abs/2310.06923},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.06923},
  doi          = {10.48550/ARXIV.2310.06923},
  eprinttype    = {arXiv},
  eprint       = {2310.06923},
  timestamp    = {Tue, 24 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-06923.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-13628,
  author       = {Thomas P. Zollo and
                  Todd Morrill and
                  Zhun Deng and
                  Jake C. Snell and
                  Toniann Pitassi and
                  Richard S. Zemel},
  title        = {Prompt Risk Control: {A} Rigorous Framework for Responsible Deployment
                  of Large Language Models},
  journal      = {CoRR},
  volume       = {abs/2311.13628},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.13628},
  doi          = {10.48550/ARXIV.2311.13628},
  eprinttype    = {arXiv},
  eprint       = {2311.13628},
  timestamp    = {Thu, 30 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-13628.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-12736,
  author       = {Jiachen Zhao and
                  Zhun Deng and
                  David Madras and
                  James Zou and
                  Mengye Ren},
  title        = {Learning and Forgetting Unsafe Examples in Large Language Models},
  journal      = {CoRR},
  volume       = {abs/2312.12736},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2312.12736},
  doi          = {10.48550/ARXIV.2312.12736},
  eprinttype    = {arXiv},
  eprint       = {2312.12736},
  timestamp    = {Wed, 17 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2312-12736.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/KawaguchiZD22,
  author       = {Kenji Kawaguchi and
                  Linjun Zhang and
                  Zhun Deng},
  title        = {Understanding Dynamics of Nonlinear Representation Learning and Its
                  Application},
  journal      = {Neural Comput.},
  volume       = {34},
  number       = {4},
  pages        = {991--1018},
  year         = {2022},
  url          = {https://doi.org/10.1162/neco\_a\_01483},
  doi          = {10.1162/NECO\_A\_01483},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/neco/KawaguchiZD22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/JiLZDS22,
  author       = {Wenlong Ji and
                  Yiping Lu and
                  Yiliang Zhang and
                  Zhun Deng and
                  Weijie J. Su},
  title        = {An Unconstrained Layer-Peeled Perspective on Neural Collapse},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=WZ3yjh8coDg},
  timestamp    = {Fri, 26 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iclr/JiLZDS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KawaguchiDLH22,
  author       = {Kenji Kawaguchi and
                  Zhun Deng and
                  Kyle Luh and
                  Jiaoyang Huang},
  editor       = {Kamalika Chaudhuri and
                  Stefanie Jegelka and
                  Le Song and
                  Csaba Szepesv{\'{a}}ri and
                  Gang Niu and
                  Sivan Sabato},
  title        = {Robustness Implies Generalization via Data-Dependent Generalization
                  Bounds},
  booktitle    = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
                  2022, Baltimore, Maryland, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {162},
  pages        = {10866--10894},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v162/kawaguchi22a.html},
  timestamp    = {Tue, 12 Jul 2022 17:36:52 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/KawaguchiDLH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ZhangDK022,
  author       = {Linjun Zhang and
                  Zhun Deng and
                  Kenji Kawaguchi and
                  James Zou},
  editor       = {Kamalika Chaudhuri and
                  Stefanie Jegelka and
                  Le Song and
                  Csaba Szepesv{\'{a}}ri and
                  Gang Niu and
                  Sivan Sabato},
  title        = {When and How Mixup Improves Calibration},
  booktitle    = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
                  2022, Baltimore, Maryland, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {162},
  pages        = {26135--26160},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v162/zhang22f.html},
  timestamp    = {Tue, 12 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/ZhangDK022.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-02792,
  author       = {Zhun Deng and
                  Jiayao Zhang and
                  Linjun Zhang and
                  Ting Ye and
                  Yates Coley and
                  Weijie J. Su and
                  James Zou},
  title        = {{FIFA:} Making Fairness More Generalizable in Classifiers Trained
                  on Imbalanced Data},
  journal      = {CoRR},
  volume       = {abs/2206.02792},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.02792},
  doi          = {10.48550/ARXIV.2206.02792},
  eprinttype    = {arXiv},
  eprint       = {2206.02792},
  timestamp    = {Tue, 14 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-02792.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-13497,
  author       = {Kenji Kawaguchi and
                  Zhun Deng and
                  Kyle Luh and
                  Jiaoyang Huang},
  title        = {Robustness Implies Generalization via Data-Dependent Generalization
                  Bounds},
  journal      = {CoRR},
  volume       = {abs/2206.13497},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.13497},
  doi          = {10.48550/ARXIV.2206.13497},
  eprinttype    = {arXiv},
  eprint       = {2206.13497},
  timestamp    = {Mon, 04 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-13497.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-03994,
  author       = {Zhun Deng and
                  He Sun and
                  Zhiwei Steven Wu and
                  Linjun Zhang and
                  David C. Parkes},
  title        = {Reinforcement Learning with Stepwise Fairness Constraints},
  journal      = {CoRR},
  volume       = {abs/2211.03994},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.03994},
  doi          = {10.48550/ARXIV.2211.03994},
  eprinttype    = {arXiv},
  eprint       = {2211.03994},
  timestamp    = {Wed, 09 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-03994.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-06398,
  author       = {Jiayao Zhang and
                  Hongming Zhang and
                  Zhun Deng and
                  Dan Roth},
  title        = {Investigating Fairness Disparities in Peer Review: {A} Language Model
                  Enhanced Approach},
  journal      = {CoRR},
  volume       = {abs/2211.06398},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.06398},
  doi          = {10.48550/ARXIV.2211.06398},
  eprinttype    = {arXiv},
  eprint       = {2211.06398},
  timestamp    = {Mon, 11 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-06398.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-13629,
  author       = {Jake C. Snell and
                  Thomas P. Zollo and
                  Zhun Deng and
                  Toniann Pitassi and
                  Richard S. Zemel},
  title        = {Quantile Risk Control: {A} Flexible Framework for Bounding the Probability
                  of High-Loss Predictions},
  journal      = {CoRR},
  volume       = {abs/2212.13629},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2212.13629},
  doi          = {10.48550/ARXIV.2212.13629},
  eprinttype    = {arXiv},
  eprint       = {2212.13629},
  timestamp    = {Thu, 05 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2212-13629.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/DengZG021,
  author       = {Zhun Deng and
                  Linjun Zhang and
                  Amirata Ghorbani and
                  James Zou},
  editor       = {Arindam Banerjee and
                  Kenji Fukumizu},
  title        = {Improving Adversarial Robustness via Unlabeled Out-of-Domain Data},
  booktitle    = {The 24th International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2021, April 13-15, 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {130},
  pages        = {2845--2853},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v130/deng21b.html},
  timestamp    = {Wed, 14 Apr 2021 16:51:37 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/DengZG021.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/DengHK21,
  author       = {Zhun Deng and
                  Jiaoyang Huang and
                  Kenji Kawaguchi},
  editor       = {Yixin Chen and
                  Heiko Ludwig and
                  Yicheng Tu and
                  Usama M. Fayyad and
                  Xingquan Zhu and
                  Xiaohua Hu and
                  Suren Byna and
                  Xiong Liu and
                  Jianping Zhang and
                  Shirui Pan and
                  Vagelis Papalexakis and
                  Jianwu Wang and
                  Alfredo Cuzzocrea and
                  Carlos Ordonez},
  title        = {How Shrinking Gradient Noise Helps the Performance of Neural Networks},
  booktitle    = {2021 {IEEE} International Conference on Big Data (Big Data), Orlando,
                  FL, USA, December 15-18, 2021},
  pages        = {1002--1007},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/BigData52589.2021.9671966},
  doi          = {10.1109/BIGDATA52589.2021.9671966},
  timestamp    = {Fri, 13 Jan 2023 17:06:49 +0100},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/DengHK21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZhangDKG021,
  author       = {Linjun Zhang and
                  Zhun Deng and
                  Kenji Kawaguchi and
                  Amirata Ghorbani and
                  James Zou},
  title        = {How Does Mixup Help With Robustness and Generalization?},
  booktitle    = {9th International Conference on Learning Representations, {ICLR} 2021,
                  Virtual Event, Austria, May 3-7, 2021},
  publisher    = {OpenReview.net},
  year         = {2021},
  url          = {https://openreview.net/forum?id=8yKEo06dKNo},
  timestamp    = {Wed, 23 Jun 2021 17:36:39 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ZhangDKG021.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DengHS21,
  author       = {Zhun Deng and
                  Hangfeng He and
                  Weijie J. Su},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {Toward Better Generalization Bounds with Locally Elastic Stability},
  booktitle    = {Proceedings of the 38th International Conference on Machine Learning,
                  {ICML} 2021, 18-24 July 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {139},
  pages        = {2590--2600},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/deng21b.html},
  timestamp    = {Fri, 05 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/DengHS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DengZVKZ21,
  author       = {Zhun Deng and
                  Linjun Zhang and
                  Kailas Vodrahalli and
                  Kenji Kawaguchi and
                  James Y. Zou},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Adversarial Training Helps Transfer Learning via Better Representations},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {25179--25191},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/d3aeec875c479e55d1cdeea161842ec6-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/DengZVKZ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-06289,
  author       = {Linjun Zhang and
                  Zhun Deng and
                  Kenji Kawaguchi and
                  James Zou},
  title        = {When and How Mixup Improves Calibration},
  journal      = {CoRR},
  volume       = {abs/2102.06289},
  year         = {2021},
  url          = {https://arxiv.org/abs/2102.06289},
  eprinttype    = {arXiv},
  eprint       = {2102.06289},
  timestamp    = {Thu, 18 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2102-06289.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-10189,
  author       = {Zhun Deng and
                  Linjun Zhang and
                  Kailas Vodrahalli and
                  Kenji Kawaguchi and
                  James Zou},
  title        = {Adversarial Training Helps Transfer Learning via Better Representations},
  journal      = {CoRR},
  volume       = {abs/2106.10189},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.10189},
  eprinttype    = {arXiv},
  eprint       = {2106.10189},
  timestamp    = {Tue, 29 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-10189.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-14836,
  author       = {Kenji Kawaguchi and
                  Linjun Zhang and
                  Zhun Deng},
  title        = {Understanding Dynamics of Nonlinear Representation Learning and Its
                  Application},
  journal      = {CoRR},
  volume       = {abs/2106.14836},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.14836},
  eprinttype    = {arXiv},
  eprint       = {2106.14836},
  timestamp    = {Wed, 30 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-14836.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-02473,
  author       = {Wenlong Ji and
                  Zhun Deng and
                  Ryumei Nakada and
                  James Zou and
                  Linjun Zhang},
  title        = {The Power of Contrast for Feature Learning: {A} Theoretical Analysis},
  journal      = {CoRR},
  volume       = {abs/2110.02473},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.02473},
  eprinttype    = {arXiv},
  eprint       = {2110.02473},
  timestamp    = {Fri, 08 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-02473.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-02796,
  author       = {Wenlong Ji and
                  Yiping Lu and
                  Yiliang Zhang and
                  Zhun Deng and
                  Weijie J. Su},
  title        = {An Unconstrained Layer-Peeled Perspective on Neural Collapse},
  journal      = {CoRR},
  volume       = {abs/2110.02796},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.02796},
  eprinttype    = {arXiv},
  eprint       = {2110.02796},
  timestamp    = {Wed, 04 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-02796.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-03135,
  author       = {Maya Burhanpurkar and
                  Zhun Deng and
                  Cynthia Dwork and
                  Linjun Zhang},
  title        = {Scaffolding Sets},
  journal      = {CoRR},
  volume       = {abs/2111.03135},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.03135},
  eprinttype    = {arXiv},
  eprint       = {2111.03135},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-03135.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DengDWZ20,
  author       = {Zhun Deng and
                  Cynthia Dwork and
                  Jialiang Wang and
                  Linjun Zhang},
  title        = {Interpreting Robust Optimization via Adversarial Influence Functions},
  booktitle    = {Proceedings of the 37th International Conference on Machine Learning,
                  {ICML} 2020, 13-18 July 2020, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {119},
  pages        = {2464--2473},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v119/deng20a.html},
  timestamp    = {Tue, 15 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/DengDWZ20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DengHHS20,
  author       = {Zhun Deng and
                  Hangfeng He and
                  Jiaoyang Huang and
                  Weijie J. Su},
  title        = {Towards Understanding the Dynamics of the First-Order Adversaries},
  booktitle    = {Proceedings of the 37th International Conference on Machine Learning,
                  {ICML} 2020, 13-18 July 2020, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {119},
  pages        = {2484--2493},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v119/deng20c.html},
  timestamp    = {Fri, 05 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/DengHHS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-08476,
  author       = {Zhun Deng and
                  Linjun Zhang and
                  Amirata Ghorbani and
                  James Y. Zou},
  title        = {Improving Adversarial Robustness via Unlabeled Out-of-Domain Data},
  journal      = {CoRR},
  volume       = {abs/2006.08476},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.08476},
  eprinttype    = {arXiv},
  eprint       = {2006.08476},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-08476.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-11478,
  author       = {Zhun Deng and
                  Frances Ding and
                  Cynthia Dwork and
                  Rachel Hong and
                  Giovanni Parmigiani and
                  Prasad Patil and
                  Pragya Sur},
  title        = {Representation via Representations: Domain Generalization via Adversarially
                  Learned Invariant Representations},
  journal      = {CoRR},
  volume       = {abs/2006.11478},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.11478},
  eprinttype    = {arXiv},
  eprint       = {2006.11478},
  timestamp    = {Tue, 23 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-11478.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-12682,
  author       = {He Sun and
                  Zhun Deng and
                  Hui Chen and
                  David C. Parkes},
  title        = {Decision-Aware Conditional GANs for Time Series Data},
  journal      = {CoRR},
  volume       = {abs/2009.12682},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.12682},
  eprinttype    = {arXiv},
  eprint       = {2009.12682},
  timestamp    = {Wed, 30 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-12682.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-01247,
  author       = {Zhun Deng and
                  Cynthia Dwork and
                  Jialiang Wang and
                  Linjun Zhang},
  title        = {Interpreting Robust Optimization via Adversarial Influence Functions},
  journal      = {CoRR},
  volume       = {abs/2010.01247},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.01247},
  eprinttype    = {arXiv},
  eprint       = {2010.01247},
  timestamp    = {Mon, 12 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-01247.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-04819,
  author       = {Linjun Zhang and
                  Zhun Deng and
                  Kenji Kawaguchi and
                  Amirata Ghorbani and
                  James Y. Zou},
  title        = {How Does Mixup Help With Robustness and Generalization?},
  journal      = {CoRR},
  volume       = {abs/2010.04819},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.04819},
  eprinttype    = {arXiv},
  eprint       = {2010.04819},
  timestamp    = {Tue, 20 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-04819.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-10650,
  author       = {Zhun Deng and
                  Hangfeng He and
                  Jiaoyang Huang and
                  Weijie J. Su},
  title        = {Towards Understanding the Dynamics of the First-Order Adversaries},
  journal      = {CoRR},
  volume       = {abs/2010.10650},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.10650},
  eprinttype    = {arXiv},
  eprint       = {2010.10650},
  timestamp    = {Fri, 05 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-10650.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-13988,
  author       = {Zhun Deng and
                  Hangfeng He and
                  Weijie J. Su},
  title        = {Toward Better Generalization Bounds with Locally Elastic Stability},
  journal      = {CoRR},
  volume       = {abs/2010.13988},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.13988},
  eprinttype    = {arXiv},
  eprint       = {2010.13988},
  timestamp    = {Fri, 05 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-13988.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-01354,
  author       = {Zhun Deng and
                  Cynthia Dwork and
                  Jialiang Wang and
                  Yao Zhao},
  title        = {Architecture Selection via the Trade-off Between Accuracy and Robustness},
  journal      = {CoRR},
  volume       = {abs/1906.01354},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.01354},
  eprinttype    = {arXiv},
  eprint       = {1906.01354},
  timestamp    = {Thu, 13 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-01354.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/MiaoDWZ18,
  author       = {Zhun Miao and
                  Ke Deng and
                  Xiaowo Wang and
                  Xuegong Zhang},
  title        = {DEsingle for detecting three types of differential expression in single-cell
                  RNA-seq data},
  journal      = {Bioinform.},
  volume       = {34},
  number       = {18},
  pages        = {3223--3224},
  year         = {2018},
  url          = {https://doi.org/10.1093/bioinformatics/bty332},
  doi          = {10.1093/BIOINFORMATICS/BTY332},
  timestamp    = {Wed, 19 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/MiaoDWZ18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fusion/HuangD0L18,
  author       = {Chan Huang and
                  Xinyang Deng and
                  Wen Jiang and
                  Zhunga Liu},
  title        = {A New Method for {OWA} Aggregation of Interval Values in Multi-Criteria
                  Decision Making},
  booktitle    = {21st International Conference on Information Fusion, {FUSION} 2018,
                  Cambridge, UK, July 10-13, 2018},
  pages        = {2529--2534},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.23919/ICIF.2018.8455858},
  doi          = {10.23919/ICIF.2018.8455858},
  timestamp    = {Wed, 16 Oct 2019 14:14:56 +0200},
  biburl       = {https://dblp.org/rec/conf/fusion/HuangD0L18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isit/DengDHT17,
  author       = {Zhun Deng and
                  Jie Ding and
                  Kathryn Heal and
                  Vahid Tarokh},
  title        = {The number of independent sets in hexagonal graphs},
  booktitle    = {2017 {IEEE} International Symposium on Information Theory, {ISIT}
                  2017, Aachen, Germany, June 25-30, 2017},
  pages        = {2910--2914},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/ISIT.2017.8007062},
  doi          = {10.1109/ISIT.2017.8007062},
  timestamp    = {Fri, 17 Jan 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/isit/DengDHT17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ieicet/BinZLJ15,
  author       = {Li Bin and
                  Deng Zhun and
                  Xie Liang and
                  Xiangliang Jin},
  title        = {99.4{\%} Switching Energy Saving and 87.5{\%} Area Reduction Switching
                  Scheme for {SAR} {ADC}},
  journal      = {{IEICE} Trans. Electron.},
  volume       = {98-C},
  number       = {10},
  pages        = {984--986},
  year         = {2015},
  url          = {https://doi.org/10.1587/transele.E98.C.984},
  doi          = {10.1587/TRANSELE.E98.C.984},
  timestamp    = {Sat, 11 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ieicet/BinZLJ15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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