Dawn Song

What Drives the (In)stability of a Stablecoin?

Yujin Kwon, Kornrapat Pongmala, Kaihua Qin, Ariah Klages-Mundt, Philipp Jovanovic, Christine Parlour, Arthur Gervais, Dawn Song

MFDPG: Multi-Factor Authenticated Password Management With Zero Stored Secrets

Vivek Nair, Dawn Song

Do you still need a manual smart contract audit?

Isaac David, Liyi Zhou, Kaihua Qin, Dawn Song, Lorenzo Cavallaro, Arthur Gervais

Inferring Private Personal Attributes of Virtual Reality Users from Head and Hand Motion Data

Vivek Nair, Christian Rack, Wenbo Guo, Rui Wang, Shuixian Li, Brandon Huang, Atticus Cull, James F. O'Brien, Marc Latoschik, Louis Rosenberg, Dawn Song

Parallel and Asynchronous Smart Contract Execution

Jian Liu, Peilun Li, Raymond~Cheng, N. Asokan, Dawn Song

The False Promise of Imitating Proprietary LLMs

Arnav Gudibande, Eric Wallace, Charlie Snell, Xinyang Geng, Hao Liu, Pieter Abbeel, Sergey Levine, Dawn Song

Blockchain Large Language Models

Yu Gai, Liyi Zhou, Kaihua Qin, Dawn Song, Arthur Gervais

Unpacking How Decentralized Autonomous Organizations (DAOs) Work in Practice

Tanusree Sharma, Yujin Kwon, Kornrapat Pongmala, Henry Wang, Andrew Miller, Dawn Song, Yang Wang

SoK: Decentralized Finance (DeFi) Attacks

Liyi Zhou, Xihan Xiong, Jens Ernstberger, Stefanos Chaliasos, Zhipeng Wang, Ye Wang, Kaihua Qin, Roger Wattenhofer, Dawn Song, Arthur Gervais

Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees

Banghua Zhu, Lun Wang, Qi Pang, Shuai Wang, Jiantao Jiao, Dawn Song, Michael I. Jordan

TrojDiff: Trojan Attacks on Diffusion Models with Diverse Targets

Weixin Chen, Dawn Song, Bo Li

Comments CVPR2023

DeepStruct: Pretraining of Language Models for Structure Prediction

Chenguang Wang, Xiao Liu, Zui Chen, Haoyun Hong, Jie Tang, Dawn Song

Comments ACL 2022

Towards Efficient Data Valuation Based on the Shapley Value

Ruoxi Jia, David Dao, Boxin Wang, Frances Ann Hubis, Nick Hynes, Nezihe Merve Gurel, Bo Li, Ce Zhang, Dawn Song, Costas Spanos

Aligning AI With Shared Human Values

Dan Hendrycks, Collin Burns, Steven Basart, Andrew Critch, Jerry Li, Dawn Song, Jacob Steinhardt

Comments ICLR 2021; the ETHICS dataset is available at https://github.com/hendrycks/ethics/

Cerberus: A Formal Approach to Secure and Efficient Enclave Memory Sharing

Dayeol Lee, Kevin Cheang, Alexander Thomas, Catherine Lu, Pranav Gaddamadugu, Anjo Vahldiek-Oberwagner, Mona Vij, Dawn Song, Sanjit A. Seshia, Krste Asanović

Comments ACM CCS 2022

Lessons Learned: Surveying the Practicality of Differential Privacy in the Industry

Gonzalo Munilla Garrido, Xiaoyuan Liu, Florian Matthes, Dawn Song

DensePure: Understanding Diffusion Models towards Adversarial Robustness

Chaowei Xiao, Zhongzhu Chen, Kun Jin, Jiongxiao Wang, Weili Nie, Mingyan Liu, Anima Anandkumar, Bo Li, Dawn Song

Benchmarking Language Models for Code Syntax Understanding

Da Shen, Xinyun Chen, Chenguang Wang, Koushik Sen, Dawn Song

Comments Findings of EMNLP 2022

IELM: An Open Information Extraction Benchmark for Pre-Trained Language Models

Chenguang Wang, Xiao Liu, Dawn Song

Comments EMNLP 2022. arXiv admin note: substantial text overlap with arXiv:2010.11967

PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion

Jianhao Shen, Chenguang Wang, Ye Yuan, Jiawei Han, Heng Ji, Koushik Sen, Ming Zhang, Dawn Song

Comments Findings of EMNLP 2022

How Would The Viewer Feel? Estimating Wellbeing From Video Scenarios

Mantas Mazeika, Eric Tang, Andy Zou, Steven Basart, Jun Shern Chan, Dawn Song, David Forsyth, Jacob Steinhardt, Dan Hendrycks

Comments NeurIPS 2022; datasets available at https://github.com/hendrycks/emodiversity/

Forecasting Future World Events with Neural Networks

Andy Zou, Tristan Xiao, Ryan Jia, Joe Kwon, Mantas Mazeika, Richard Li, Dawn Song, Jacob Steinhardt, Owain Evans, Dan Hendrycks

Comments NeurIPS 2022; our dataset is available at https://github.com/andyzoujm/autocast

zkBridge: Trustless Cross-chain Bridges Made Practical

Tiancheng Xie, Jiaheng Zhang, Zerui Cheng, Fan Zhang, Yupeng Zhang, Yongzheng Jia, Dan Boneh, Dawn Song

Comments An extended version of the paper to appear in ACM CCS 2022

Joint Language Semantic and Structure Embedding for Knowledge Graph Completion

Jianhao Shen, Chenguang Wang, Linyuan Gong, Dawn Song

Comments COLING 2022

Is Vertical Logistic Regression Privacy-Preserving? A Comprehensive Privacy Analysis and Beyond

Yuzheng Hu, Tianle Cai, Jinyong Shan, Shange Tang, Chaochao Cai, Ethan Song, Bo Li, Dawn Song

The Sky Above The Clouds

Sarah Chasins, Alvin Cheung, Natacha Crooks, Ali Ghodsi, Ken Goldberg, Joseph E. Gonzalez, Joseph M. Hellerstein, Michael I. Jordan, Anthony D. Joseph, Michael W. Mahoney, Aditya Parameswaran, David Patterson, Raluca Ada Popa, Koushik Sen, Scott Shenker, Dawn Song, Ion Stoica

Comments 35 pages

Scaling Out-of-Distribution Detection for Real-World Settings

Dan Hendrycks, Steven Basart, Mantas Mazeika, Andy Zou, Joe Kwon, Mohammadreza Mostajabi, Jacob Steinhardt, Dawn Song

Comments ICML 2022; The Species dataset and code are available at https://github.com/hendrycks/anomaly-seg

PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures

Dan Hendrycks, Andy Zou, Mantas Mazeika, Leonard Tang, Bo Li, Dawn Song, Jacob Steinhardt

Comments CVPR 2022. Code and models are available at https://github.com/andyzoujm/pixmix

Characterizing Attacks on Deep Reinforcement Learning

Xinlei Pan, Chaowei Xiao, Warren He, Shuang Yang, Jian Peng, Mingjie Sun, Jinfeng Yi, Zijiang Yang, Mingyan Liu, Bo Li, Dawn Song

Comments AAMAS 2022, 13 pages, 6 figures

What Would Jiminy Cricket Do? Towards Agents That Behave Morally

Dan Hendrycks, Mantas Mazeika, Andy Zou, Sahil Patel, Christine Zhu, Jesus Navarro, Dawn Song, Bo Li, Jacob Steinhardt

Comments NeurIPS 2021. Environments available here https://github.com/hendrycks/jiminy-cricket