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J. Zico Kolter

Carnegie Mellon University

RATT: Leveraging Unlabeled Data to Guarantee Generalization


May 01, 2021
Saurabh Garg, Sivaraman Balakrishnan, J. Zico Kolter, Zachary C. Lipton

* Pre-print 

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DC3: A learning method for optimization with hard constraints


Apr 25, 2021
Priya L. Donti, David Rolnick, J. Zico Kolter

* International Conference on Learning Representations 2021 
* In ICLR 2021. Code available at https://github.com/locuslab/DC3 

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Orthogonalizing Convolutional Layers with the Cayley Transform


Apr 14, 2021
Asher Trockman, J. Zico Kolter

* To appear in ICLR 2021 

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Beta-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Complete and Incomplete Neural Network Verification


Mar 11, 2021
Shiqi Wang, Huan Zhang, Kaidi Xu, Xue Lin, Suman Jana, Cho-Jui Hsieh, J. Zico Kolter

* Shiqi Wang, Huan Zhang and Kaidi Xu contributed equally 

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Gradient Descent on Neural Networks Typically Occurs at the Edge of Stability


Feb 26, 2021
Jeremy M. Cohen, Simran Kaur, Yuanzhi Li, J. Zico Kolter, Ameet Talwalkar

* To appear in ICLR 2021. 72 pages, 107 figures 

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On Proximal Policy Optimization's Heavy-tailed Gradients


Feb 20, 2021
Saurabh Garg, Joshua Zhanson, Emilio Parisotto, Adarsh Prasad, J. Zico Kolter, Sivaraman Balakrishnan, Zachary C. Lipton, Ruslan Salakhutdinov, Pradeep Ravikumar

* Pre-print 

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Deep Archimedean Copulas


Dec 05, 2020
Chun Kai Ling, Fei Fang, J. Zico Kolter


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Challenging common interpretability assumptions in feature attribution explanations


Dec 04, 2020
Jonathan Dinu, Jeffrey Bigham, J. Zico Kolter

* Presented at the NeurIPS 2020 ML-Retrospectives, Surveys & Meta-Analyses Workshop 

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Community detection using fast low-cardinality semidefinite programming


Dec 04, 2020
Po-Wei Wang, J. Zico Kolter

* Accepted at NeurIPS'20. The code can be found at https://github.com/locuslab/sdp_clustering 

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Efficient semidefinite-programming-based inference for binary and multi-class MRFs


Dec 04, 2020
Chirag Pabbaraju, Po-Wei Wang, J. Zico Kolter

* Accepted at NeurIPS'20. The code can be found at https://github.com/locuslab/sdp_mrf 

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Enforcing robust control guarantees within neural network policies


Nov 16, 2020
Priya L. Donti, Melrose Roderick, Mahyar Fazlyab, J. Zico Kolter

* Code available online: https://github.com/locuslab/robust-nn-control 

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Poisoned classifiers are not only backdoored, they are fundamentally broken


Oct 18, 2020
Mingjie Sun, Siddhant Agarwal, J. Zico Kolter


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Gaussian MRF Covariance Modeling for Efficient Black-Box Adversarial Attacks


Oct 08, 2020
Anit Kumar Sahu, Satya Narayan Shukla, J. Zico Kolter


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Learning perturbation sets for robust machine learning


Jul 16, 2020
Eric Wong, J. Zico Kolter


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Hard Label Black-box Adversarial Attacks in Low Query Budget Regimes


Jul 13, 2020
Satya Narayan Shukla, Anit Kumar Sahu, Devin Willmott, J. Zico Kolter

* arXiv admin note: substantial text overlap with arXiv:1909.13857 

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Combining Differentiable PDE Solvers and Graph Neural Networks for Fluid Flow Prediction


Jul 11, 2020
Filipe de Avila Belbute-Peres, Thomas D. Economon, J. Zico Kolter

* ICML 2020 

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Provably Safe PAC-MDP Exploration Using Analogies


Jul 07, 2020
Melrose Roderick, Vaishnavh Nagarajan, J. Zico Kolter

* 9 pages, 3 figures 

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Neural Network Virtual Sensors for Fuel Injection Quantities with Provable Performance Specifications


Jun 30, 2020
Eric Wong, Tim Schneider, Joerg Schmitt, Frank R. Schmidt, J. Zico Kolter


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Multiscale Deep Equilibrium Models


Jun 15, 2020
Shaojie Bai, Vladlen Koltun, J. Zico Kolter


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Monotone operator equilibrium networks


Jun 15, 2020
Ezra Winston, J. Zico Kolter


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Overfitting in adversarially robust deep learning


Mar 04, 2020
Leslie Rice, Eric Wong, J. Zico Kolter


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Black-box Smoothing: A Provable Defense for Pretrained Classifiers


Mar 04, 2020
Hadi Salman, Mingjie Sun, Greg Yang, Ashish Kapoor, J. Zico Kolter

* 8 pages main text; 26 pages total 

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Certified Robustness to Label-Flipping Attacks via Randomized Smoothing


Feb 07, 2020
Elan Rosenfeld, Ezra Winston, Pradeep Ravikumar, J. Zico Kolter


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Learning Stable Deep Dynamics Models


Jan 17, 2020
Gaurav Manek, J. Zico Kolter

* NeurIPS 2019 

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Fast is better than free: Revisiting adversarial training


Jan 12, 2020
Eric Wong, Leslie Rice, J. Zico Kolter


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Adversarial Music: Real World Audio Adversary Against Wake-word Detection System


Dec 06, 2019
Juncheng B. Li, Shuhui Qu, Xinjian Li, Joseph Szurley, J. Zico Kolter, Florian Metze

* NIPS2019_9362, pages = {11908--11918}, year = {2019}, publisher = {Curran Associates, Inc.}, url = {http://papers.nips.cc/paper/9362-adversarial-music-real-world-audio-adversary-against-wake-word-detection-system.pdf} } 
* 9 pages, In Proceedings of NeurIPS 2019 Conference 

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AP-Perf: Incorporating Generic Performance Metrics in Differentiable Learning


Dec 02, 2019
Rizal Fathony, J. Zico Kolter


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Dynamic Modeling and Equilibria in Fair Decision Making


Nov 15, 2019
Joshua Williams, J. Zico Kolter


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