Dawn Song

Sanctorum: A lightweight security monitor for secure enclaves

Ilia Lebedev, Kyle Hogan, Jules Drean, David Kohlbrenner, Dayeol Lee, Krste Asanović, Dawn Song, Srinivas Devadas

Comments 6 pages

GamePad: A Learning Environment for Theorem Proving

Daniel Huang, Prafulla Dhariwal, Dawn Song, Ilya Sutskever

Data Poisoning Attack against Unsupervised Node Embedding Methods

Mingjie Sun, Jian Tang, Huichen Li, Bo Li, Chaowei Xiao, Yao Chen, Dawn Song

Tree-to-tree Neural Networks for Program Translation

Xinyun Chen, Chang Liu, Dawn Song

Comments Published in NIPS 2018

Characterizing Adversarial Examples Based on Spatial Consistency Information for Semantic Segmentation

Chaowei Xiao, Ruizhi Deng, Bo Li, Fisher Yu, Mingyan Liu, Dawn Song

Comments Accepted to ECCV 2018

Physical Adversarial Examples for Object Detectors

Kevin Eykholt, Ivan Evtimov, Earlence Fernandes, Bo Li, Amir Rahmati, Florian Tramer, Atul Prakash, Tadayoshi Kohno, Dawn Song

Comments This paper is the extended version of the USENIX WOOT 2018 version

Towards Practical Differential Privacy for SQL Queries

Noah Johnson, Joseph P. Near, Dawn Song

Comments Extended & updated from VLDB 2018 version

Neural Network-based Graph Embedding for Cross-Platform Binary Code Similarity Detection

Xiaojun Xu, Chang Liu, Qian Feng, Heng Yin, Le Song, Dawn Song

Comments ACM CCS 17

Note on Attacking Object Detectors with Adversarial Stickers

Kevin Eykholt, Ivan Evtimov, Earlence Fernandes, Bo Li, Dawn Song, Tadayoshi Kohno, Amir Rahmati, Atul Prakash, Florian Tramer

Comments Short Note: The full version of this paper was accepted to USENIX WOOT 2018, and is available at arXiv:1807.07769

Efficient Deep Learning on Multi-Source Private Data

Nick Hynes, Raymond Cheng, Dawn Song

A Machine Learning Approach To Prevent Malicious Calls Over Telephony Networks

Huichen Li, Xiaojun Xu, Chang Liu, Teng Ren, Kun Wu, Xuezhi Cao, Weinan Zhang, Yong Yu, Dawn Song

Comments Accepted by 39th IEEE Symposium on Security and Privacy

Curriculum Adversarial Training

Qi-Zhi Cai, Min Du, Chang Liu, Dawn Song

Comments IJCAI 2018

Robust Physical-World Attacks on Deep Learning Models

Kevin Eykholt, Ivan Evtimov, Earlence Fernandes, Bo Li, Amir Rahmati, Chaowei Xiao, Atul Prakash, Tadayoshi Kohno, Dawn Song

Comments Accepted to CVPR 2018

The exploding gradient problem demystified - definition, prevalence, impact, origin, tradeoffs, and solutions

George Philipp, Dawn Song, Jaime G. Carbonell

Comments An earlier version of this paper was named "Gradients explode - Deep Networks are shallow - ResNet explained" and presented at the ICLR 2018 workshop (https://openreview.net/forum?id=rJjcdFkPM)

Fooling Vision and Language Models Despite Localization and Attention Mechanism

Xiaojun Xu, Xinyun Chen, Chang Liu, Anna Rohrbach, Trevor Darrell, Dawn Song

Comments CVPR 2018

Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality

Xingjun Ma, Bo Li, Yisen Wang, Sarah M. Erfani, Sudanthi Wijewickrema, Grant Schoenebeck, Dawn Song, Michael E. Houle, James Bailey

Towards Synthesizing Complex Programs from Input-Output Examples

Xinyun Chen, Chang Liu, Dawn Song

Comments Published as a conference paper at ICLR 2018

Adversarial Texts with Gradient Methods

Zhitao Gong, Wenlu Wang, Bo Li, Dawn Song, Wei-Shinn Ku

Comments This work lacks some crucial details. After careful discussion, we decided to withdraw it temporarily and resubmit a full version afterward

Spatially Transformed Adversarial Examples

Chaowei Xiao, Jun-Yan Zhu, Bo Li, Warren He, Mingyan Liu, Dawn Song

Exploring the Space of Black-box Attacks on Deep Neural Networks

Arjun Nitin Bhagoji, Warren He, Bo Li, Dawn Song

Comments 25 pages, 7 figures, 10 tables

A Berkeley View of Systems Challenges for AI

Ion Stoica, Dawn Song, Raluca Ada Popa, David Patterson, Michael W. Mahoney, Randy Katz, Anthony D. Joseph, Michael Jordan, Joseph M. Hellerstein, Joseph E. Gonzalez, Ken Goldberg, Ali Ghodsi, David Culler, Pieter Abbeel

Comments Berkeley Technical Report

Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning

Xinyun Chen, Chang Liu, Bo Li, Kimberly Lu, Dawn Song

SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learning

Xiaojun Xu, Chang Liu, Dawn Song

Comments Submitting to ICLR 2018

Adversarial Example Defenses: Ensembles of Weak Defenses are not Strong

Warren He, James Wei, Xinyun Chen, Nicholas Carlini, Dawn Song

Subliminal Probing for Private Information via EEG-Based BCI Devices

Mario Frank, Tiffany Hwu, Sakshi Jain, Robert Knight, Ivan Martinovic, Prateek Mittal, Daniele Perito, Dawn Song

Comments under review for a journal publication

Delving into adversarial attacks on deep policies

Jernej Kos, Dawn Song

Comments ICLR 2017 Workshop

Making Neural Programming Architectures Generalize via Recursion

Jonathon Cai, Richard Shin, Dawn Song

Comments Published in ICLR 2017

PIANO: Proximity-based User Authentication on Voice-Powered Internet-of-Things Devices

Neil Zhenqiang Gong, Altay Ozen, Yu Wu, Xiaoyu Cao, Richard Shin, Dawn Song, Hongxia Jin, Xuan Bao

Comments To appear in ICDCS'17

Adversarial examples for generative models

Jernej Kos, Ian Fischer, Dawn Song

Delving into Transferable Adversarial Examples and Black-box Attacks

Yanpei Liu, Xinyun Chen, Chang Liu, Dawn Song