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General Cutting Planes for Bound-Propagation-Based Neural Network Verification


Aug 11, 2022
Huan Zhang, Shiqi Wang, Kaidi Xu, Linyi Li, Bo Li, Suman Jana, Cho-Jui Hsieh, J. Zico Kolter


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(Certified!!) Adversarial Robustness for Free!


Jun 21, 2022
Nicholas Carlini, Florian Tramer, Krishnamurthy, Dvijotham, J. Zico Kolter


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A Unified Approach to Reinforcement Learning, Quantal Response Equilibria, and Two-Player Zero-Sum Games


Jun 12, 2022
Samuel Sokota, Ryan D'Orazio, J. Zico Kolter, Nicolas Loizou, Marc Lanctot, Ioannis Mitliagkas, Noam Brown, Christian Kroer


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Smooth-Reduce: Leveraging Patches for Improved Certified Robustness


May 12, 2022
Ameya Joshi, Minh Pham, Minsu Cho, Leonid Boytsov, Filipe Condessa, J. Zico Kolter, Chinmay Hegde


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Deep Equilibrium Optical Flow Estimation


Apr 18, 2022
Shaojie Bai, Zhengyang Geng, Yash Savani, J. Zico Kolter

* CVPR 2022 

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Dojo: A Differentiable Simulator for Robotics


Mar 03, 2022
Taylor A. Howell, Simon Le Cleac'h, J. Zico Kolter, Mac Schwager, Zachary Manchester

* submitted RSS 2022 

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Patches Are All You Need?


Jan 24, 2022
Asher Trockman, J. Zico Kolter


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Joint inference and input optimization in equilibrium networks


Nov 25, 2021
Swaminathan Gurumurthy, Shaojie Bai, Zachary Manchester, J. Zico Kolter

* Neurips 2021 
* Neurips 2021 

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Adversarially Robust Learning for Security-Constrained Optimal Power Flow


Nov 12, 2021
Priya L. Donti, Aayushya Agarwal, Neeraj Vijay Bedmutha, Larry Pileggi, J. Zico Kolter

* Accepted at Neural Information Processing Systems (NeurIPS) 2021 

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Stabilizing Equilibrium Models by Jacobian Regularization


Jun 28, 2021
Shaojie Bai, Vladlen Koltun, J. Zico Kolter

* ICML 2021 Short Oral 

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