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
Journal Article Community detection using fast low-cardinality semidefinite programming 2020 • Advances in Neural Information Processing Systems • 2020-December: Wang PW, Kolter JZ
Preprint Community detection using fast low-cardinality semidefinite programming 2020 Wang P-W, Kolter JZ
Journal Article Deep archimedean copulas 2020 • Advances in Neural Information Processing Systems • 2020-December: Ling CK, Fang F, Kolter JZ
Preprint Denoised Smoothing: A Provable Defense for Pretrained Classifiers 2020 Salman H, Sun M, Yang G, Kapoor A, Kolter JZ
Journal Article Denoised smoothing: A provable defense for pretrained classifiers 2020 • Advances in Neural Information Processing Systems • 2020-December: Salman H, Sun M, Yang G, Kapoor A, Kolter JZ
Preprint Efficient semidefinite-programming-based inference for binary and multi-class MRFs 2020 Pabbaraju C, Wang P-W, Kolter JZ
Journal Article Efficient semidefinite-programming-based inference for binary and multi-class MRFs 2020 • Advances in Neural Information Processing Systems • 2020-December: Pabbaraju C, Wang PW, Kolter JZ
Preprint Enforcing robust control guarantees within neural network policies 2020 Donti PL, Roderick M, Fazlyab M, Kolter JZ
Conference FAST IS BETTER THAN FREE: REVISITING ADVERSARIAL TRAINING 2020 • 8th International Conference on Learning Representations, ICLR 2020 Wong E, Rice L, Kolter JZ
Preprint Gaussian MRF Covariance Modeling for Efficient Black-Box Adversarial Attacks 2020 Sahu AK, Shukla SN, Kolter JZ
Journal Article Multiscale deep equilibrium models 2020 • Advances in Neural Information Processing Systems • 2020-December: Bai S, Koltun V, Kolter JZ
Journal Article Neural Network Virtual Sensors for Fuel Injection Quantities with Provable Performance Specifications 2020 • IEEE Intelligent Vehicles Symposium, Proceedings • 1753-1758 Wong E, Schneider T, Schmitt J, Schmidt FR, Kolter JZ
Preprint Neural Network Virtual Sensors for Fuel Injection Quantities with Provable Performance Specifications 2020 Wong E, Schneider T, Schmitt J, Schmidt FR, Kolter JZ
Journal Article Overfitting in adversarially robust deep learning 2020 • 37th International Conference on Machine Learning, ICML 2020 • PartF168147-11:8049-8074 Rice L, Wong E, Kolter JZ
Preprint Poisoned classifiers are not only backdoored, they are fundamentally broken 2020 Sun M, Agarwal S, Kolter JZ