Publications

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. HopSkipJumpAttack: A Query-Efficient Decision-Based Attack. In IEEE S&P (20-min Talk), 2020.

Preprint Code Project Video

. LS-Tree: Model Interpretation When the Data Are Linguistic. In AAAI (20-min Oral), 2020.

Preprint Code Project Poster Slides

. ML-LOO: Detecting Adversarial Examples with Feature Attribution. In AAAI (Spotlight), 2020.

Preprint Code Project Poster Slides

. Greedy Attack and Gumbel Attack: Generating Adversarial Examples for Discrete Data. In Journal of Machine Learning Research, 2020.

Preprint Project

. L-Shapley and C-Shapley: Efficient Model Interpretation for Structured Data. In ICLR (Poster), 2019.

Preprint Code Project Poster

. DAGGER: A sequential algorithm for FDR control on DAGs. Biometrika, 2018.

Preprint Code Project Slides

. Learning to Explain: An Information-Theoretic Perspective on Model Interpretation. In ICML (20-min Oral), 2018.

Preprint Code Project Oral Poster

. Language-Based Image Editing with Recurrent Attentive Models. In CVPR (Spotlight), 2018.

PDF Code Project Spotlight Talk Poster

. QuTE: Decentralized multiple testing on sensor networks with false discovery rate control. In CDC, 2017.

PDF Code Project Poster

. Non-Convex Finite-Sum Optimization Via SCSG Methods. In NIPS, 2017.

PDF Code Project Poster

. Kernel Feature Selection via Conditional Covariance Minimization. In NIPS, 2017.

PDF Code Project Poster Blog