Preprint Losses over Labels: Weakly Supervised Learning via Direct Loss Construction 2022 Sam D, Kolter JZ
Preprint Orbital Mixer: Using Atomic Orbital Features for Basis Dependent Prediction of Molecular Wavefunctions 2022 Shmilovich K, Willmott D, Batalov I, Kornbluth M, Mailoa J, Kolter JZ
Journal Article Orbital Mixer: Using Atomic Orbital Features for Basis-Dependent Prediction of Molecular Wavefunctions 2022 • Journal of Chemical Theory and Computation • 18(10):6021-6030 Shmilovich K, Willmott D, Batalov I, Kornbluth M, Mailoa J, Kolter JZ
Preprint Perfectly Secure Steganography Using Minimum Entropy Coupling 2022 de Witt CS, Sokota S, Kolter JZ, Foerster J, Strohmeier M
Preprint Simple initialization and parametrization of sinusoidal networks via their kernel bandwidth 2022 Belbute-Peres FDA, Kolter JZ
Preprint Smooth-Reduce: Leveraging Patches for Improved Certified Robustness 2022 Joshi A, Pham M, Cho M, Boytsov L, Condessa F, Kolter JZ, Hegde C
Conference The Pitfalls of Regularization in Off-Policy TD Learning 2022 • Advances in Neural Information Processing Systems • 35: Manek G, Kolter JZ
Preprint Understanding the Covariance Structure of Convolutional Filters 2022 Trockman A, Willmott D, Kolter JZ
Conference (Implicit)<SUP>2</SUP> : Implicit Layers for Implicit Representations 2021 • Advances in Neural Information Processing Systems Huang Z, Bai S, Kolter JZ
Journal Article A Bayesian Model of Cash Bail Decisions 2021 • PROCEEDINGS OF THE 2021 ACM CONFERENCE ON FAIRNESS, ACCOUNTABILITY, AND TRANSPARENCY, FACCT 2021 • 827-837 Williams J, Kolter JZ
Journal Article Adversarially Robust Learning for Security-Constrained Optimal Power Flow 2021 • Advances in Neural Information Processing Systems • 34:28677-28689 Donti PL, Agarwal A, Bedmutha NV, Pileggi L, Kolter JZ
Preprint Adversarially Robust Learning for Security-Constrained Optimal Power Flow 2021 Donti PL, Agarwal A, Bedmutha NV, Pileggi L, Kolter JZ
Preprint Assessing Generalization of SGD via Disagreement 2021 Jiang Y, Nagarajan V, Baek C, Kolter JZ
Preprint Beta-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Complete and Incomplete Neural Network Robustness Verification 2021 Wang S, Zhang H, Xu K, Lin X, Jana S, Hsieh C-J, Kolter JZ
Preprint Communicating via Markov Decision Processes 2021 Sokota S, de Witt CS, Igl M, Zintgraf L, Torr P, Strohmeier M, Kolter JZ, Whiteson S, Foerster J
Conference DC3: A LEARNING METHOD FOR OPTIMIZATION WITH HARD CONSTRAINTS 2021 • ICLR 2021 - 9th International Conference on Learning Representations Donti PL, Rolnick D, Kolter JZ
Preprint DC3: A learning method for optimization with hard constraints 2021 Donti PL, Rolnick D, Kolter JZ
Preprint DeepSplit: Scalable Verification of Deep Neural Networks via Operator Splitting 2021 Chen S, Wong E, Kolter JZ, Fazlyab M
Conference DORO: Distributional and Outlier Robust Optimization 2021 • Proceedings of Machine Learning Research • 139:12345-12355 Zhai R, Dan C, Kolter JZ, Ravikumar P
Preprint DORO: Distributional and Outlier Robust Optimization 2021 Zhai R, Dan C, Kolter JZ, Ravikumar P
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
Preprint Enforcing Policy Feasibility Constraints through Differentiable Projection for Energy Optimization 2021 Chen B, Donti P, Baker K, Kolter JZ, Berges 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