Preprint Enforcing Policy Feasibility Constraints through Differentiable Projection for Energy Optimization 2021 Chen B, Donti P, Baker K, Kolter JZ, Berges M
Journal Article Enforcing Policy Feasibility Constraints through Differentiable Projection for Energy Optimization 2021 • e-Energy 2021 - Proceedings of the 2021 12th ACM International Conference on Future Energy Systems • 199-210 Chen B, Donti PL, Baker K, Zico Kolter J, Bergés M
Conference ENFORCING ROBUST CONTROL GUARANTEES WITHIN NEURAL NETWORK POLICIES 2021 • ICLR 2021 - 9th International Conference on Learning Representations Donti PL, Roderick M, Fazlyab M, Kolter JZ
Conference ESTIMATING LIPSCHITZ CONSTANTS OF MONOTONE DEEP EQUILIBRIUM MODELS 2021 • ICLR 2021 - 9th International Conference on Learning Representations Pabbaraju C, Winston E, Kolter JZ
Conference GRADIENT DESCENT ON NEURAL NETWORKS TYPICALLY OCCURS AT THE EDGE OF STABILITY 2021 • ICLR 2021 - 9th International Conference on Learning Representations Cohen J, Kaur S, Li Y, Kolter JZ, Talwalkar A
Preprint Gradient Descent on Neural Networks Typically Occurs at the Edge of Stability 2021 Cohen JM, Kaur S, Li Y, Kolter JZ, Talwalkar A
Preprint Joint inference and input optimization in equilibrium networks 2021 Gurumurthy S, Bai S, Manchester Z, Kolter JZ
Journal Article Joint inference and input optimization in equilibrium networks 2021 • Advances in Neural Information Processing Systems • 20:16818-16832 Gurumurthy S, Bai S, Kolter JZ, Manchester Z
Conference LEARNING PERTURBATION SETS FOR ROBUST MACHINE LEARNING 2021 • ICLR 2021 - 9th International Conference on Learning Representations Wong E, Kolter JZ
Journal Article Machine Learning for Sustainable Energy Systems 2021 • Annual Review of Environment and Resources • 46:719-747 Donti PL, Kolter JZ
Conference Monte Carlo Tree Search With Iteratively Refining State Abstractions 2021 • Advances in Neural Information Processing Systems • 34: Sokota S, Ho C, Ahmad Z, Kolter JZ
Conference MULTIPLICATIVE FILTER NETWORKS 2021 • ICLR 2021 - 9th International Conference on Learning Representations Fathony R, Sahu AK, Willmott D, Kolter JZ
Preprint On Proximal Policy Optimization's Heavy-tailed Gradients 2021 Garg S, Zhanson J, Parisotto E, Prasad A, Kolter JZ, Lipton ZC, Balakrishnan S, Salakhutdinov R, Ravikumar P
Conference Orthogonalizing Convolutional Layers with the Cayley Transform 2021 • ICLR 2021 - 9th International Conference on Learning Representations Trockman A, Kolter JZ
Conference PROVABLY ROBUST CLASSIFICATION OF ADVERSARIAL EXAMPLES WITH DETECTION 2021 • ICLR 2021 - 9th International Conference on Learning Representations Sheikholeslami F, Rezaabad AL, Kolter JZ
Conference Provably Safe PAC-MDP Exploration Using Analogies 2021 • Proceedings of Machine Learning Research • 130:1216-1224 Roderick M, Nagarajan V, Kolter JZ
Preprint RATT: Leveraging Unlabeled Data to Guarantee Generalization 2021 Garg S, Balakrishnan S, Kolter JZ, Lipton ZC
Conference Robustness between the worst and average case 2021 • Advances in Neural Information Processing Systems • 34: Rice L, Bair A, Zhang H, Kolter JZ
Preprint Training Certifiably Robust Neural Networks with Efficient Local Lipschitz Bounds 2021 Huang Y, Zhang H, Shi Y, Kolter JZ, Anandkumar A
Journal Article Training Certifiably Robust Neural Networks with Efficient Local Lipschitz Bounds 2021 • Advances in Neural Information Processing Systems • 27:22745-22757 Huang Y, Zhang H, Shi Y, Kolter JZ, Anandkumar A
Conference AP-Perf: Incorporating Generic Performance Metrics in Differentiable Learning 2020 • Proceedings of Machine Learning Research • 108:4130-4140 Fathony R, Kolter JZ
Journal Article Certified robustness to label-flipping attacks via randomized smoothing 2020 • 37th International Conference on Machine Learning, ICML 2020 • PartF168147-11:8200-8211 Rosenfeld E, Winston E, Ravikumar P, Kolter JZ
Preprint Certified Robustness to Label-Flipping Attacks via Randomized Smoothing 2020 Rosenfeld E, Winston E, Ravikumar P, Kolter JZ
