Efficient Neural Network Robustness Certification with General Activation Functions

by Zhang, Huan, Weng, Tsui-Wei, Chen, Pin-Yu, Hsieh, Cho-Jui, Daniel, Luca
Published 2021

Estimating Information Flow in Deep Neural Networks

by Goldfeld, Ziv, van den Berg, Ewout, Greenewald, Kristjan, Melnyk, Igor, Nguyen, Nam, Kinsgbury, Brian, Polyanskiy, Yury
Published 2021

The Variational Homoencoder: Learning to learn high capacity generative models from few examples

by Hewitt, Luke B., Nye, Maxwell I., Gane, Andreea, Jaakkola, Tommi, Tenenbaum, Joshua B.
Published 2021

Semantic Technologies for Situation Awareness

by Baader, Franz, Borgwardt, Stefan, Koopmann, Patrick, Thost, Veronika, Turhan, Anni‑Yasmin
Published 2021

Self-Supervised Audio-Visual Co-Segmentation

by Rouditchenko, Andrew, Zhao, Hang, Gan, Chuang, McDermott, Josh, Torralba, Antonio
Published 2021

Google BigQuery for Education

by Lopez, Glenn, Seaton, Daniel T., Ang, Andrew, Tingley, Dustin, Chuang, Isaac L.
Published 2021

Prior convictions: Black-box adversarial attacks with bandits and priors

by Ilyas, Andrew, Engstrom, Logan G., Madry, Aleksander
Published 2021

Fast and Accurate Tensor Completion with Total Variation Regularized Tensor Trains

by Ko, Ching-Yun, Batselier, Kim, Yu, Wenjian, Wong, Ngai
Published 2021

Structural Supervision Improves Learning of Non-Local Grammatical Dependencies

by Wilcox, Ethan, Qian, Peng, Futrell, Richard, Ballesteros, Miguel, Levy, Roger P
Published 2022

Size of interventional Markov equivalence classes in random DAG models

by Katz, Dmitriy, Shanmugam, Karthikeyan, Uhler, Caroline, Squires, Chandler
Published 2022

Bayesian Inference of Linear Temporal Logic Specifications for Contrastive Explanations

by Kim, Joseph, Muise, Christian, Shah, Ankit Jayesh, Agarwal, Shubham, Shah, Julie A
Published 2021

Sparse, Smart Contours to Represent and Edit Images

by Dekel, Tali, Gan, Chuang, Krishnan, Dilip, Liu, Ce, Freeman, William T.
Published 2021

Rethinking Cooperative Rationalization: Introspective Extraction and Complement Control

by Yu, Mo, Chang, Shiyu, Zhang, Yang, Jaakkola, Tommi S
Published 2021

Alleviating label switching with optimal transport

by Monteiller, Pierre, Claici, Sebastian, Chien, Edward, Mirzazadeh, Farzaneh, Solomon, Justin, Yurochkin, Mikhail
Published 2022

Sample efficient active learning of causal trees

by Greenewald, Kristjan, Katz, Dmitriy, Shanmugam, Karthikeyan, Magliacane, Sara, Kocaoglu, Murat, Boix-Adsera, Enric, Bresler, Guy
Published 2021

Self-Supervised Audio-Visual Co-Segmentation

by Rouditchenko, Andrew, Zhao, Hang, Gan, Chuang, McDermott, Joshua Hartman, Torralba, Antonio
Published 2022

CNN-Cert: An Efficient Framework for Certifying Robustness of Convolutional Neural Networks

by Boopathy, Akhilan, Weng, Tsui-Wei, Chen, Pin-Yu, Liu, Sijia, Daniel, Luca
Published 2021

Co-regularized alignment for unsupervised domain adaptation

by Kumar, Abhishek, Wadhawan, Kahini, Feris, Rogerio, Sattigeri, Prasanna, Karlinsky, Leonid, Freeman, William T., Wornell, Gregory
Published 2020

Music Gesture for Visual Sound Separation

by Gan, Chuang, Huang, Deng, Zhao, Hang, Tenenbaum, Joshua B, Torralba, Antonio
Published 2021

Learning new tricks from old dogs: Multi-source transfer learning from pre-trained networks

by Lee, Joshua Ka-Wing, Sattigeri, Prasanna, Wornell, Gregory W.
Published 2022