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
Preprint Certified Robustness to Label-Flipping Attacks via Randomized Smoothing 2020 Rosenfeld E, Winston E, Ravikumar P, 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 Challenging common interpretability assumptions in feature attribution explanations 2020 Dinu J, Bigham J, Kolter JZ
Journal Article Combining Differentiable PDE Solvers and Graph Neural Networks for Fluid Flow Prediction 2020 • INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 119 • 119: Belbute-Peres FDA, Economon TD, Kolter JZ
Preprint Combining Differentiable PDE Solvers and Graph Neural Networks for Fluid Flow Prediction 2020 Belbute-Peres FDA, Economon TD, Kolter JZ
