Publications by Zico Kolter

Conference

DORO: Distributional and Outlier Robust Optimization

2021 • Proceedings of Machine Learning Research • 139:12345-12355
Zhai R, Dan C, Kolter JZ, Ravikumar P

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

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

Conference

MULTIPLICATIVE FILTER NETWORKS

2021 • Iclr 2021 9th International Conference on Learning Representations
Fathony R, Sahu AK, Willmott D, Kolter JZ

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

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