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Dawn Song
Dawn Xiaodong Song
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- affiliation: University of California, Berkeley, Computer Science Division
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2020 – today
- 2024
- [j38]Vivek Nair, Louis B. Rosenberg, James F. O'Brien, Dawn Song:
Truth in Motion: The Unprecedented Risks and Opportunities of Extended Reality Motion Data. IEEE Secur. Priv. 22(1): 24-32 (2024) - [j37]Gonzalo Munilla Garrido, Vivek Nair, Dawn Song:
SoK: Data Privacy in Virtual Reality. Proc. Priv. Enhancing Technol. 2024(1): 21-40 (2024) - [j36]Qinbin Li, Junyuan Hong, Chulin Xie, Jeffrey Tan, Rachel Xin, Junyi Hou, Xavier Yin, Zhun Wang, Dan Hendrycks, Zhangyang Wang, Bo Li, Bingsheng He, Dawn Song:
LLM-PBE: Assessing Data Privacy in Large Language Models. Proc. VLDB Endow. 17(11): 3201-3214 (2024) - [j35]Vivek Nair, Wenbo Guo, Rui Wang, James F. O'Brien, Louis B. Rosenberg, Dawn Song:
Berkeley Open Extended Reality Recordings 2023 (BOXRR-23): 4.7 Million Motion Capture Recordings from 105,000 XR Users. IEEE Trans. Vis. Comput. Graph. 30(5): 2239-2246 (2024) - [c288]Eric Pasewark, Kyle Montgomery, Kefei Duan, Dawn Song, Chenguang Wang:
Re-Tuning: Overcoming the Compositionality Limits of Large Language Models with Recursive Tuning. ACL (1) 2024: 10422-10437 - [c287]Yunqi Li, Kyle Soska, Zhen Huang, Sylvain Bellemare, Mikerah Quintyne-Collins, Lun Wang, Xiaoyuan Liu, Dawn Song, Andrew Miller:
Ratel: MPC-extensions for Smart Contracts. AsiaCCS 2024 - [c286]Tanusree Sharma, Vivek C. Nair, Henry Wang, Yang Wang, Dawn Song:
"I Can't Believe It's Not Custodial!": Usable Trustless Decentralized Key Management. CHI 2024: 581:1-581:16 - [c285]Arnav Gudibande, Eric Wallace, Charlie Snell, Xinyang Geng, Hao Liu, Pieter Abbeel, Sergey Levine, Dawn Song:
The False Promise of Imitating Proprietary Language Models. ICLR 2024 - [c284]Qinbin Li, Chulin Xie, Xiaojun Xu, Xiaoyuan Liu, Ce Zhang, Bo Li, Bingsheng He, Dawn Song:
Effective and Efficient Federated Tree Learning on Hybrid Data. ICLR 2024 - [c283]Weixin Chen, Dawn Song, Bo Li:
GRATH: Gradual Self-Truthifying for Large Language Models. ICML 2024 - [c282]Nicholas Crispino, Kyle Montgomery, Fankun Zeng, Dawn Song, Chenguang Wang:
Agent Instructs Large Language Models to be General Zero-Shot Reasoners. ICML 2024 - [c281]Junyuan Hong, Jinhao Duan, Chenhui Zhang, Zhangheng Li, Chulin Xie, Kelsey Lieberman, James Diffenderfer, Brian R. Bartoldson, Ajay Kumar Jaiswal, Kaidi Xu, Bhavya Kailkhura, Dan Hendrycks, Dawn Song, Zhangyang Wang, Bo Li:
Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression. ICML 2024 - [c280]Mintong Kang, Nezihe Merve Gürel, Ning Yu, Dawn Song, Bo Li:
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models. ICML 2024 - [c279]Sayash Kapoor, Rishi Bommasani, Kevin Klyman, Shayne Longpre, Ashwin Ramaswami, Peter Cihon, Aspen K. Hopkins, Kevin Bankston, Stella Biderman, Miranda Bogen, Rumman Chowdhury, Alex Engler, Peter Henderson, Yacine Jernite, Seth Lazar, Stefano Maffulli, Alondra Nelson, Joelle Pineau, Aviya Skowron, Dawn Song, Victor Storchan, Daniel Zhang, Daniel E. Ho, Percy Liang, Arvind Narayanan:
Position: On the Societal Impact of Open Foundation Models. ICML 2024 - [c278]Shiyang Lai, Yujin Potter, Junsol Kim, Richard Zhuang, Dawn Song, James Evans:
Position: Evolving AI Collectives Enhance Human Diversity and Enable Self-Regulation. ICML 2024 - [c277]Zhuowen Yuan, Wenbo Guo, Jinyuan Jia, Bo Li, Dawn Song:
SHINE: Shielding Backdoors in Deep Reinforcement Learning. ICML 2024 - [c276]Zhuowen Yuan, Zidi Xiong, Yi Zeng, Ning Yu, Ruoxi Jia, Dawn Song, Bo Li:
RigorLLM: Resilient Guardrails for Large Language Models against Undesired Content. ICML 2024 - [c275]Vivek Nair, Christian Rack, Wenbo Guo, Rui Wang, Shuixian Li, Brandon Huang, Atticus Cull, James F. O'Brien, Marc Erich Latoschik, Louis B. Rosenberg, Dawn Song:
Inferring Private Personal Attributes of Virtual Reality Users from Ecologically Valid Head and Hand Motion Data. VR Workshops 2024: 477-484 - [c274]Vivek Nair, Wenbo Guo, James F. O'Brien, Louis B. Rosenberg, Dawn Song:
Deep Motion Masking for Secure, Usable, and Scalable Real-Time Anonymization of Ecological Virtual Reality Motion Data. VR Workshops 2024: 493-500 - [i197]Weixin Chen, Dawn Song, Bo Li:
GRATH: Gradual Self-Truthifying for Large Language Models. CoRR abs/2401.12292 (2024) - [i196]Mintong Kang, Nezihe Merve Gürel, Ning Yu, Dawn Song, Bo Li:
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models. CoRR abs/2402.03181 (2024) - [i195]Shiyang Lai, Yujin Potter, Junsol Kim, Richard Zhuang, Dawn Song, James Evans:
Evolving AI Collectives to Enhance Human Diversity and Enable Self-Regulation. CoRR abs/2402.12590 (2024) - [i194]Sayash Kapoor, Rishi Bommasani, Kevin Klyman, Shayne Longpre, Ashwin Ramaswami, Peter Cihon, Aspen K. Hopkins, Kevin Bankston, Stella Biderman, Miranda Bogen, Rumman Chowdhury, Alex Engler, Peter Henderson, Yacine Jernite, Seth Lazar, Stefano Maffulli, Alondra Nelson, Joelle Pineau, Aviya Skowron, Dawn Song, Victor Storchan, Daniel Zhang, Daniel E. Ho, Percy Liang, Arvind Narayanan:
On the Societal Impact of Open Foundation Models. CoRR abs/2403.07918 (2024) - [i193]Chenguang Wang, Ruoxi Jia, Xin Liu, Dawn Song:
Benchmarking Zero-Shot Robustness of Multimodal Foundation Models: A Pilot Study. CoRR abs/2403.10499 (2024) - [i192]Zhuowen Yuan, Zidi Xiong, Yi Zeng, Ning Yu, Ruoxi Jia, Dawn Song, Bo Li:
RigorLLM: Resilient Guardrails for Large Language Models against Undesired Content. CoRR abs/2403.13031 (2024) - [i191]Junyuan Hong, Jinhao Duan, Chenhui Zhang, Zhangheng Li, Chulin Xie, Kelsey Lieberman, James Diffenderfer, Brian R. Bartoldson, Ajay Jaiswal, Kaidi Xu, Bhavya Kailkhura, Dan Hendrycks, Dawn Song, Zhangyang Wang, Bo Li:
Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression. CoRR abs/2403.15447 (2024) - [i190]Jiawei Zhang, Chejian Xu, Yu Gai, Freddy Lécué, Dawn Song, Bo Li:
KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking. CoRR abs/2404.02935 (2024) - [i189]Yuzhou Nie, Yanting Wang, Jinyuan Jia, Michael J. De Lucia, Nathaniel D. Bastian, Wenbo Guo, Dawn Song:
TrojFM: Resource-efficient Backdoor Attacks against Very Large Foundation Models. CoRR abs/2405.16783 (2024) - [i188]Xiangyu Qi, Yangsibo Huang, Yi Zeng, Edoardo Debenedetti, Jonas Geiping, Luxi He, Kaixuan Huang, Udari Madhushani, Vikash Sehwag, Weijia Shi, Boyi Wei, Tinghao Xie, Danqi Chen, Pin-Yu Chen, Jeffrey Ding, Ruoxi Jia, Jiaqi Ma, Arvind Narayanan, Weijie J. Su, Mengdi Wang, Chaowei Xiao, Bo Li, Dawn Song, Peter Henderson, Prateek Mittal:
AI Risk Management Should Incorporate Both Safety and Security. CoRR abs/2405.19524 (2024) - [i187]Zhen Xiang, Linzhi Zheng, Yanjie Li, Junyuan Hong, Qinbin Li, Han Xie, Jiawei Zhang, Zidi Xiong, Chulin Xie, Carl Yang, Dawn Song, Bo Li:
GuardAgent: Safeguard LLM Agents by a Guard Agent via Knowledge-Enabled Reasoning. CoRR abs/2406.09187 (2024) - [i186]Jiachen T. Wang, Prateek Mittal, Dawn Song, Ruoxi Jia:
Data Shapley in One Training Run. CoRR abs/2406.11011 (2024) - [i185]Yi Zeng, Weiyu Sun, Tran Ngoc Huynh, Dawn Song, Bo Li, Ruoxi Jia:
BEEAR: Embedding-based Adversarial Removal of Safety Backdoors in Instruction-tuned Language Models. CoRR abs/2406.17092 (2024) - [i184]Yi Zeng, Kevin Klyman, Andy Zhou, Yu Yang, Minzhou Pan, Ruoxi Jia, Dawn Song, Percy Liang, Bo Li:
AI Risk Categorization Decoded (AIR 2024): From Government Regulations to Corporate Policies. CoRR abs/2406.17864 (2024) - [i183]Eric Pasewark, Kyle Montgomery, Kefei Duan, Dawn Song, Chenguang Wang:
Re-Tuning: Overcoming the Compositionality Limits of Large Language Models with Recursive Tuning. CoRR abs/2407.04787 (2024) - [i182]Zhaorun Chen, Zhen Xiang, Chaowei Xiao, Dawn Song, Bo Li:
AgentPoison: Red-teaming LLM Agents via Poisoning Memory or Knowledge Bases. CoRR abs/2407.12784 (2024) - [i181]Yi Zeng, Yu Yang, Andy Zhou, Jeffrey Ziwei Tan, Yuheng Tu, Yifan Mai, Kevin Klyman, Minzhou Pan, Ruoxi Jia, Dawn Song, Percy Liang, Bo Li:
AIR-Bench 2024: A Safety Benchmark Based on Risk Categories from Regulations and Policies. CoRR abs/2407.17436 (2024) - [i180]Feiyang Kang, Yifan Sun, Bingbing Wen, Si Chen, Dawn Song, Rafid Mahmood, Ruoxi Jia:
AutoScale: Automatic Prediction of Compute-optimal Data Composition for Training LLMs. CoRR abs/2407.20177 (2024) - [i179]Canyu Chen, Baixiang Huang, Zekun Li, Zhaorun Chen, Shiyang Lai, Xiongxiao Xu, Jia-Chen Gu, Jindong Gu, Huaxiu Yao, Chaowei Xiao, Xifeng Yan, William Yang Wang, Philip Torr, Dawn Song, Kai Shu:
Can Editing LLMs Inject Harm? CoRR abs/2407.20224 (2024) - [i178]Rishub Tamirisa, Bhrugu Bharathi, Long Phan, Andy Zhou, Alice Gatti, Tarun Suresh, Maxwell Lin, Justin Wang, Rowan Wang, Ron Arel, Andy Zou, Dawn Song, Bo Li, Dan Hendrycks, Mantas Mazeika:
Tamper-Resistant Safeguards for Open-Weight LLMs. CoRR abs/2408.00761 (2024) - 2023
- [j34]Clark W. Barrett, Brad Boyd, Elie Bursztein, Nicholas Carlini, Brad Chen, Jihye Choi, Amrita Roy Chowdhury, Mihai Christodorescu, Anupam Datta, Soheil Feizi, Kathleen Fisher, Tatsunori Hashimoto, Dan Hendrycks, Somesh Jha, Daniel Kang, Florian Kerschbaum, Eric Mitchell, John C. Mitchell, Zulfikar Ramzan, Khawaja Shams, Dawn Song, Ankur Taly, Diyi Yang:
Identifying and Mitigating the Security Risks of Generative AI. Found. Trends Priv. Secur. 6(1): 1-52 (2023) - [j33]Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein:
Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses. IEEE Trans. Pattern Anal. Mach. Intell. 45(2): 1563-1580 (2023) - [j32]Gonzalo Munilla Garrido, Xiaoyuan Liu, Florian Matthes, Dawn Song:
Lessons Learned: Surveying the Practicality of Differential Privacy in the Industry. Proc. Priv. Enhancing Technol. 2023(2): 151-170 (2023) - [j31]Vivek Nair, Gonzalo Munilla Garrido, Dawn Song, James F. O'Brien:
Exploring the Privacy Risks of Adversarial VR Game Design. Proc. Priv. Enhancing Technol. 2023(4): 238-256 (2023) - [c273]Banghua Zhu, Lun Wang, Qi Pang, Shuai Wang, Jiantao Jiao, Dawn Song, Michael I. Jordan:
Byzantine-Robust Federated Learning with Optimal Statistical Rates. AISTATS 2023: 3151-3178 - [c272]Weixin Chen, Dawn Song, Bo Li:
TrojDiff: Trojan Attacks on Diffusion Models with Diverse Targets. CVPR 2023: 4035-4044 - [c271]Vivek Nair, Dawn Song:
Multi-Factor Credential Hashing for Asymmetric Brute-Force Attack Resistance. EuroS&P 2023: 56-72 - [c270]Jens Ernstberger, Jan Lauinger, Fatima Elsheimy, Liyi Zhou, Sebastian Steinhorst, Ran Canetti, Andrew Miller, Arthur Gervais, Dawn Song:
SoK: Data Sovereignty. EuroS&P 2023: 122-143 - [c269]Vivek Nair, Dawn Song:
Decentralizing Custodial Wallets with MFKDF. ICBC 2023: 1-9 - [c268]Chaowei Xiao, Zhongzhu Chen, Kun Jin, Jiongxiao Wang, Weili Nie, Mingyan Liu, Anima Anandkumar, Bo Li, Dawn Song:
DensePure: Understanding Diffusion Models for Adversarial Robustness. ICLR 2023 - [c267]Qinbin Li, Bingsheng He, Dawn Song:
Adversarial Collaborative Learning on Non-IID Features. ICML 2023: 19504-19526 - [c266]Qi Pang, Lun Wang, Shuai Wang, Wenting Zheng, Dawn Song:
Secure Federated Correlation Test and Entropy Estimation. ICML 2023: 26990-27010 - [c265]Xuan Chen, Wenbo Guo, Guanhong Tao, Xiangyu Zhang, Dawn Song:
BIRD: Generalizable Backdoor Detection and Removal for Deep Reinforcement Learning. NeurIPS 2023 - [c264]Mintong Kang, Dawn Song, Bo Li:
DiffAttack: Evasion Attacks Against Diffusion-Based Adversarial Purification. NeurIPS 2023 - [c263]Boxin Wang, Weixin Chen, Hengzhi Pei, Chulin Xie, Mintong Kang, Chenhui Zhang, Chejian Xu, Zidi Xiong, Ritik Dutta, Rylan Schaeffer, Sang T. Truong, Simran Arora, Mantas Mazeika, Dan Hendrycks, Zinan Lin, Yu Cheng, Sanmi Koyejo, Dawn Song, Bo Li:
DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models. NeurIPS 2023 - [c262]Liyi Zhou, Xihan Xiong, Jens Ernstberger, Stefanos Chaliasos, Zhipeng Wang, Ye Wang, Kaihua Qin, Roger Wattenhofer, Dawn Song, Arthur Gervais:
SoK: Decentralized Finance (DeFi) Attacks. SP 2023: 2444-2461 - [c261]Vivek C. Nair, Gonzalo Munilla Garrido, Dawn Song:
Going Incognito in the Metaverse: Achieving Theoretically Optimal Privacy-Usability Tradeoffs in VR. UIST 2023: 61:1-61:16 - [c260]Vivek Nair, Wenbo Guo, Justus Mattern, Rui Wang, James F. O'Brien, Louis B. Rosenberg, Dawn Song:
Unique Identification of 50, 000+ Virtual Reality Users from Head & Hand Motion Data. USENIX Security Symposium 2023: 895-910 - [c259]Vivek Nair, Dawn Song:
Multi-Factor Key Derivation Function (MFKDF) for Fast, Flexible, Secure, & Practical Key Management. USENIX Security Symposium 2023: 2097-2114 - [c258]Wenbo Guo, Xian Wu, Lun Wang, Xinyu Xing, Dawn Song:
PATROL: Provable Defense against Adversarial Policy in Two-player Games. USENIX Security Symposium 2023: 3943-3960 - [c257]Kaihua Qin, Stefanos Chaliasos, Liyi Zhou, Benjamin Livshits, Dawn Song, Arthur Gervais:
The Blockchain Imitation Game. USENIX Security Symposium 2023: 3961-3978 - [c256]Deevashwer Rathee, Anwesh Bhattacharya, Divya Gupta, Rahul Sharma, Dawn Song:
Secure Floating-Point Training. USENIX Security Symposium 2023: 6329-6346 - [e6]Dawn Song, Michael Carbin, Tianqi Chen:
Proceedings of the Sixth Conference on Machine Learning and Systems, MLSys 2023, Miami, FL, USA, June 4-8, 2023. mlsys.org 2023 [contents] - [i177]Gonzalo Munilla Garrido, Vivek Nair, Dawn Song:
SoK: Data Privacy in Virtual Reality. CoRR abs/2301.05940 (2023) - [i176]Vivek Nair, Wenbo Guo, Justus Mattern, Rui Wang, James F. O'Brien, Louis B. Rosenberg, Dawn Song:
Unique Identification of 50, 000+ Virtual Reality Users from Head & Hand Motion Data. CoRR abs/2302.08927 (2023) - [i175]Weixin Chen, Dawn Song, Bo Li:
TrojDiff: Trojan Attacks on Diffusion Models with Diverse Targets. CoRR abs/2303.05762 (2023) - [i174]Kaihua Qin, Stefanos Chaliasos, Liyi Zhou, Benjamin Livshits, Dawn Song, Arthur Gervais:
The Blockchain Imitation Game. CoRR abs/2303.17877 (2023) - [i173]Tanusree Sharma, Yujin Kwon, Kornrapat Pongmala, Henry Wang, Andrew Miller, Dawn Song, Yang Wang:
Unpacking How Decentralized Autonomous Organizations (DAOs) Work in Practice. CoRR abs/2304.09822 (2023) - [i172]Yu Gai, Liyi Zhou, Kaihua Qin, Dawn Song, Arthur Gervais:
Blockchain Large Language Models. CoRR abs/2304.12749 (2023) - [i171]Kaihua Qin, Zhe Ye, Zhun Wang, Weilin Li, Liyi Zhou, Chao Zhang, Dawn Song, Arthur Gervais:
Towards Automated Security Analysis of Smart Contracts based on Execution Property Graph. CoRR abs/2305.14046 (2023) - [i170]Arnav Gudibande, Eric Wallace, Charlie Snell, Xinyang Geng, Hao Liu, Pieter Abbeel, Sergey Levine, Dawn Song:
The False Promise of Imitating Proprietary LLMs. CoRR abs/2305.15717 (2023) - [i169]Vivek Nair, Christian Rack, Wenbo Guo, Rui Wang, Shuixian Li, Brandon Huang, Atticus Cull, James F. O'Brien, Louis B. Rosenberg, Dawn Song:
Inferring Private Personal Attributes of Virtual Reality Users from Head and Hand Motion Data. CoRR abs/2305.19198 (2023) - [i168]Jian Liu, Peilun Li, Raymond Cheng, N. Asokan, Dawn Song:
Parallel and Asynchronous Smart Contract Execution. CoRR abs/2306.05007 (2023) - [i167]Vivek Nair, Louis B. Rosenberg, James F. O'Brien, Dawn Song:
Truth in Motion: The Unprecedented Risks and Opportunities of Extended Reality Motion Data. CoRR abs/2306.06459 (2023) - [i166]Vivek Nair, Dawn Song:
Decentralizing Custodial Wallets with MFKDF. CoRR abs/2306.08168 (2023) - [i165]Vivek Nair, Dawn Song:
Multi-Factor Credential Hashing for Asymmetric Brute-Force Attack Resistance. CoRR abs/2306.08169 (2023) - [i164]Boxin Wang, Weixin Chen, Hengzhi Pei, Chulin Xie, Mintong Kang, Chenhui Zhang, Chejian Xu, Zidi Xiong, Ritik Dutta, Rylan Schaeffer, Sang T. Truong, Simran Arora, Mantas Mazeika, Dan Hendrycks, Zinan Lin, Yu Cheng, Sanmi Koyejo, Dawn Song, Bo Li:
DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models. CoRR abs/2306.11698 (2023) - [i163]Isaac David, Liyi Zhou, Kaihua Qin, Dawn Song, Lorenzo Cavallaro, Arthur Gervais:
Do you still need a manual smart contract audit? CoRR abs/2306.12338 (2023) - [i162]Vivek Nair, Dawn Song:
MFDPG: Multi-Factor Authenticated Password Management With Zero Stored Secrets. CoRR abs/2306.14746 (2023) - [i161]Yuzheng Hu, Fan Wu, Qinbin Li, Yunhui Long, Gonzalo Munilla Garrido, Chang Ge, Bolin Ding, David A. Forsyth, Bo Li, Dawn Song:
SoK: Privacy-Preserving Data Synthesis. CoRR abs/2307.02106 (2023) - [i160]Pengcheng Fang, Peng Gao, Yun Peng, Qingzhao Zhang, Tao Xie, Dawn Song, Prateek Mittal, Sanjeev R. Kulkarni, Zhuotao Liu, Xusheng Xiao:
CONTRACTFIX: A Framework for Automatically Fixing Vulnerabilities in Smart Contracts. CoRR abs/2307.08912 (2023) - [i159]Yujin Kwon, Kornrapat Pongmala, Kaihua Qin, Ariah Klages-Mundt, Philipp Jovanovic, Christine A. Parlour, Arthur Gervais, Dawn Song:
What Drives the (In)stability of a Stablecoin? CoRR abs/2307.11754 (2023) - [i158]Clark W. Barrett, Brad Boyd, Ellie Burzstein, Nicholas Carlini, Brad Chen, Jihye Choi, Amrita Roy Chowdhury, Mihai Christodorescu, Anupam Datta, Soheil Feizi, Kathleen Fisher, Tatsunori Hashimoto, Dan Hendrycks, Somesh Jha, Daniel Kang, Florian Kerschbaum, Eric Mitchell, John C. Mitchell, Zulfikar Ramzan, Khawaja Shams, Dawn Song, Ankur Taly, Diyi Yang:
Identifying and Mitigating the Security Risks of Generative AI. CoRR abs/2308.14840 (2023) - [i157]Vivek Nair, Wenbo Guo, Rui Wang, James F. O'Brien, Louis B. Rosenberg, Dawn Song:
Berkeley Open Extended Reality Recordings 2023 (BOXRR-23): 4.7 Million Motion Capture Recordings from 105, 852 Extended Reality Device Users. CoRR abs/2310.00430 (2023) - [i156]Andy Zou, Long Phan, Sarah Chen, James Campbell, Phillip Guo, Richard Ren, Alexander Pan, Xuwang Yin, Mantas Mazeika, Ann-Kathrin Dombrowski, Shashwat Goel, Nathaniel Li, Michael J. Byun, Zifan Wang, Alex Mallen, Steven Basart, Sanmi Koyejo, Dawn Song, Matt Fredrikson, J. Zico Kolter, Dan Hendrycks:
Representation Engineering: A Top-Down Approach to AI Transparency. CoRR abs/2310.01405 (2023) - [i155]Nicholas Crispino, Kyle Montgomery, Fankun Zeng, Dawn Song, Chenguang Wang:
Agent Instructs Large Language Models to be General Zero-Shot Reasoners. CoRR abs/2310.03710 (2023) - [i154]Qinbin Li, Chulin Xie, Xiaojun Xu, Xiaoyuan Liu, Ce Zhang, Bo Li, Bingsheng He, Dawn Song:
Effective and Efficient Federated Tree Learning on Hybrid Data. CoRR abs/2310.11865 (2023) - [i153]Yoshua Bengio, Geoffrey E. Hinton, Andrew Yao, Dawn Song, Pieter Abbeel, Yuval Noah Harari, Ya-Qin Zhang, Lan Xue, Shai Shalev-Shwartz, Gillian K. Hadfield, Jeff Clune, Tegan Maharaj, Frank Hutter, Atilim Günes Baydin, Sheila A. McIlraith, Qiqi Gao, Ashwin Acharya, David Krueger, Anca D. Dragan, Philip H. S. Torr, Stuart Russell, Daniel Kahneman, Jan Brauner, Sören Mindermann:
Managing AI Risks in an Era of Rapid Progress. CoRR abs/2310.17688 (2023) - [i152]Vivek Nair, Wenbo Guo, James F. O'Brien, Louis B. Rosenberg, Dawn Song:
Deep Motion Masking for Secure, Usable, and Scalable Real-Time Anonymization of Virtual Reality Motion Data. CoRR abs/2311.05090 (2023) - [i151]Hengzhi Pei, Jinyuan Jia, Wenbo Guo, Bo Li, Dawn Song:
TextGuard: Provable Defense against Backdoor Attacks on Text Classification. CoRR abs/2311.11225 (2023) - [i150]Mintong Kang, Dawn Song, Bo Li:
DiffAttack: Evasion Attacks Against Diffusion-Based Adversarial Purification. CoRR abs/2311.16124 (2023) - [i149]Yujin Kwon, Ella Corren, Gonzalo Munilla Garrido, Chris Jay Hoofnagle, Dawn Song:
SoK: The Gap Between Data Rights Ideals and Reality. CoRR abs/2312.01511 (2023) - [i148]Deevashwer Rathee, Anwesh Bhattacharya, Divya Gupta, Rahul Sharma, Dawn Song:
Secure Floating-Point Training. IACR Cryptol. ePrint Arch. 2023: 467 (2023) - [i147]Yu Gai, Liyi Zhou, Kaihua Qin, Dawn Song, Arthur Gervais:
Blockchain Large Language Models. IACR Cryptol. ePrint Arch. 2023: 592 (2023) - [i146]Jens Ernstberger, Jan Lauinger, Fatima Elsheimy, Liyi Zhou, Sebastian Steinhorst, Ran Canetti, Andrew Miller, Arthur Gervais, Dawn Song:
SoK: Data Sovereignty. IACR Cryptol. ePrint Arch. 2023: 967 (2023) - [i145]Tianyi Liu, Tiancheng Xie, Jiaheng Zhang, Dawn Song, Yupeng Zhang:
Pianist: Scalable zkRollups via Fully Distributed Zero-Knowledge Proofs. IACR Cryptol. ePrint Arch. 2023: 1271 (2023) - [i144]Yunqi Li, Kyle Soska, Zhen Huang, Sylvain Bellemare, Mikerah Quintyne-Collins, Lun Wang, Xiaoyuan Liu, Dawn Song, Andrew Miller:
Ratel: MPC-extensions for Smart Contracts. IACR Cryptol. ePrint Arch. 2023: 1909 (2023) - 2022
- [j30]Luiz André Barroso, Tanzeem Choudhury, Manish Gupta, Oyekunle A. Olukotun, Raluca Ada Popa, Dawn Xiaodong Song, David A. Patterson:
Global perspectives of diversity, equity, and inclusion. Commun. ACM 65(12): 30-31 (2022) - [j29]Jian Liu, Peilun Li, Raymond Cheng, N. Asokan, Dawn Song:
Parallel and Asynchronous Smart Contract Execution. IEEE Trans. Parallel Distributed Syst. 33(5): 1097-1108 (2022) - [c255]Chenguang Wang, Xiao Liu, Zui Chen, Haoyun Hong, Jie Tang, Dawn Song:
DeepStruct: Pretraining of Language Models for Structure Prediction. ACL (Findings) 2022: 803-823 - [c254]Xinlei Pan, Chaowei Xiao, Warren He, Shuang Yang, Jian Peng, Mingjie Sun, Mingyan Liu, Bo Li, Dawn Song:
Characterizing Attacks on Deep Reinforcement Learning. AAMAS 2022: 1010-1018 - [c253]Dayeol Lee, Kevin Cheang, Alexander Thomas, Catherine Lu, Pranav Gaddamadugu, Anjo Vahldiek-Oberwagner, Mona Vij, Dawn Song, Sanjit A. Seshia, Krste Asanovic:
Cerberus: A Formal Approach to Secure and Efficient Enclave Memory Sharing. CCS 2022: 1871-1885 - [c252]Tiancheng Xie, Jiaheng Zhang, Zerui Cheng, Fan Zhang, Yupeng Zhang, Yongzheng Jia, Dan Boneh, Dawn Song:
zkBridge: Trustless Cross-chain Bridges Made Practical. CCS 2022: 3003-3017 - [c251]Jorge M. Soares, Dawn Song, Marko Vukolic:
ConsensusDay '22: ACM Workshop on Developments in Consensus. CCS 2022: 3543-3544 - [c250]Jianhao Shen, Chenguang Wang, Linyuan Gong, Dawn Song:
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion. COLING 2022: 1965-1978 - [c249]Tiancheng Xie, Yupeng Zhang, Dawn Song:
Orion: Zero Knowledge Proof with Linear Prover Time. CRYPTO (4) 2022: 299-328 - [c248]Dan Hendrycks, Andy Zou, Mantas Mazeika, Leonard Tang, Bo Li, Dawn Song, Jacob Steinhardt:
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures. CVPR 2022: 16762-16771 - [c247]Da Shen, Xinyun Chen, Chenguang Wang, Koushik Sen, Dawn Song:
Benchmarking Language Models for Code Syntax Understanding. EMNLP (Findings) 2022: 3071-3093 - [c246]Jianhao Shen, Chenguang Wang, Ye Yuan, Jiawei Han, Heng Ji,