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@inproceedings{DBLP:conf/msml/ChenLC22, author = {Ziyu Chen and Yingzhou Li and Xiuyuan Cheng}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {SpecNet2: Orthogonalization-free Spectral Embedding by Neural Networks}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {33--48}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/chen22a.html}, timestamp = {Wed, 09 Aug 2023 17:07:50 +0200}, biburl = {https://dblp.org/rec/conf/msml/ChenLC22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/ChenSW22, author = {Zhijun Chen and Hayden Schaeffer and Rachel A. Ward}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Concentration of Random Feature Matrices in High-Dimensions}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {287--302}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/chen22b.html}, timestamp = {Thu, 04 Jan 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/msml/ChenSW22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/CondatR22, author = {Laurent Condat and Peter Richt{\'{a}}rik}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {{MURANA:} {A} Generic Framework for Stochastic Variance-Reduced Optimization}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {81--96}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/condat22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/CondatR22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/HorvathHHSCR22, author = {Samuel Horv{\'{a}}th and Chen{-}Yu Ho and Ludovit Horvath and Atal Narayan Sahu and Marco Canini and Peter Richt{\'{a}}rik}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Natural Compression for Distributed Deep Learning}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {129--141}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/horvoth22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/HorvathHHSCR22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/JacotGGH22, author = {Arthur Jacot and Franck Gabriel and Fran{\c{c}}ois Ged and Cl{\'{e}}ment Hongler}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Freeze and Chaos: {NTK} views on {DNN} Normalization, Checkerboard and Boundary Artifacts}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {257--270}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/jacot22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/JacotGGH22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/KochanZY22, author = {Didem Kochan and Zheng Zhang and Xiu Yang}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {A Quantum-Inspired Hamiltonian Monte Carlo Method for Missing Data Imputation}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {17--32}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/kochan22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/KochanZY22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/LeeTS22, author = {Kookjin Lee and Nathaniel Trask and Panos Stinis}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Structure-preserving Sparse Identification of Nonlinear Dynamics for Data-driven Modeling}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {65--80}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/lee22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/LeeTS22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/LuLA22, author = {Fei Lu and Quanjun Lang and Qingci An}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Data adaptive {RKHS} Tikhonov regularization for learning kernels in operators}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {158--172}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/lu22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/LuLA22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/LuoMWXZ22, author = {Tao Luo and Zheng Ma and Zhiwei Wang and Zhiqin John Xu and Yaoyu Zhang}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {An Upper Limit of Decaying Rate with Respect to Frequency in Linear Frequency Principle Model}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {205--214}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/luo22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/LuoMWXZ22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/MaunuYL22, author = {Tyler Maunu and Chenyu Yu and Gilad Lerman}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Stochastic and Private Nonconvex Outlier-Robust PCAs}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {173--188}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/maunu22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/MaunuYL22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/MessengerDB22, author = {Daniel A. Messenger and Emiliano Dall'Anese and David M. Bortz}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Online Weak-form Sparse Identification of Partial Differential Equations}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {241--256}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/a-messenger22a.html}, timestamp = {Fri, 11 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/MessengerDB22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/MullerZ22, author = {Johannes M{\"{u}}ller and Marius Zeinhofer}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Error Estimates for the Deep Ritz Method with Boundary Penalty}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {215--230}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/muller22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/MullerZ22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/MullerZ22a, author = {Johannes M{\"{u}}ller and Marius Zeinhofer}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Notes on Exact Boundary Values in Residual Minimisation}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {231--240}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/muller22b.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/MullerZ22a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/NguyenBKOW22, author = {Tan Minh Nguyen and Richard G. Baraniuk and Robert M. Kirby and Stanley J. Osher and Bao Wang}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Momentum Transformer: Closing the Performance Gap Between Self-attention and Its Linearization}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {189--204}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/nguyen22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/NguyenBKOW22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/PatelMLG22, author = {Ravi G. Patel and Indu Manickam and Myoungkyu Lee and Mamikon A. Gulian}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Error-in-variables modelling for operator learning}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {142--157}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/patel22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/PatelMLG22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/TengZWJ22, author = {Yuankai Teng and Xiaoping Zhang and Zhu Wang and Lili Ju}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Learning Green's Functions of Linear Reaction-Diffusion Equations with Application to Fast Numerical Solver}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {1--16}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/teng22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/TengZWJ22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/TraskHMC22, author = {Nathaniel Trask and Amelia Henriksen and Carianne Martinez and Eric C. Cyr}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Hierarchical partition of unity networks: fast multilevel training}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {271--286}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/trask22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/TraskHMC22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/TroianiEKMZ22, author = {Emanuele Troiani and Vittorio Erba and Florent Krzakala and Antoine Maillard and Lenka Zdeborov{\'{a}}}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Optimal denoising of rotationally invariant rectangular matrices}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {97--112}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/troiani22a.html}, timestamp = {Mon, 05 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/msml/TroianiEKMZ22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/XieSSW22, author = {Yuege Xie and Robert Shi and Hayden Schaeffer and Rachel A. Ward}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {{SHRIMP:} Sparser Random Feature Models via Iterative Magnitude Pruning}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {303--318}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/xie22a.html}, timestamp = {Thu, 04 Jan 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/msml/XieSSW22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/YaoLBLY22, author = {Jiahao Yao and Haoya Li and Marin Bukov and Lin Lin and Lexing Ying}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Monte Carlo Tree Search based Hybrid Optimization of Variational Quantum Circuits}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {49--64}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/yao22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/YaoLBLY22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/ZangLZHEH22, author = {Yaohua Zang and Jihao Long and Xuanxi Zhang and Wei Hu and Weinan E and Jiequn Han}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {A Machine Learning Enhanced Algorithm for the Optimal Landing Problem}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {319--334}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/zang22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/ZangLZHEH22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/Zhang22, author = {Sixin Zhang}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {On the Nash equilibrium of moment-matching GANs for stationary Gaussian processes}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {113--128}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/zhang22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/Zhang22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/msml/ZhaoL22, author = {Zichen Zhao and Qianxiao Li}, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Adaptive sampling methods for learning dynamical systems}, booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, pages = {335--350}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/zhao22a.html}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/ZhaoL22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@proceedings{DBLP:conf/msml/2022, editor = {Bin Dong and Qianxiao Li and Lei Wang and Zhi{-}Qin John Xu}, title = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking University, Beijing, China}, series = {Proceedings of Machine Learning Research}, volume = {190}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v190/}, timestamp = {Wed, 09 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/msml/2022.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
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