Optimization

Protean: VM Allocation Service at Scale OSDI 2020 Protecting Geolocation Privacy of Photo Collections AAAI 2020 Provable Benefit of Orthogonal Initialization in Optimizing Deep Linear Networks ICLR 2020 Provable Convex Co-clustering of Tensors JMLR 2020 Provable Online CP/PARAFAC Decomposition of a Structured Tensor via Dictionary Learning NeurIPS 2020 Provable robustness against all adversarial l_p-perturbations for p≥ 1 ICLR 2020 Provable Smoothness Guarantees for Black-Box Variational Inference ICML 2020 Provably adaptive reinforcement learning in metric spaces NeurIPS 2020 Provably Efficient Model-based Policy Adaptation ICML 2020 Provably Efficient Online Hyperparameter Optimization with Population-Based Bandits NeurIPS 2020 Provably Efficient Reward-Agnostic Navigation with Linear Value Iteration NeurIPS 2020 Provably Good Batch Off-Policy Reinforcement Learning Without Great Exploration NeurIPS 2020 Provably robust estimation of modulo 1 samples of a smooth function with applications to phase unwrapping JMLR 2020 Proximal Gradient Algorithm with Momentum and Flexible Parameter Restart for Nonconvex Optimization IJCAI 2020 Proximity Operator of the Matrix Perspective Function and its Applications NeurIPS 2020 ProxSARAH: An Efficient Algorithmic Framework for Stochastic Composite Nonconvex Optimization JMLR 2020 ProxSGD: Training Structured Neural Networks under Regularization and Constraints ICLR 2020 Pruning from Scratch AAAI 2020 Pruning Redundant Mappings in Transformer Models via Spectral-Normalized Identity Prior EMNLP 2020 PyChain: A Fully Parallelized PyTorch Implementation of LF-MMI for End-to-End ASR Interspeech 2020 PyDL8.5: a Library for Learning Optimal Decision Trees IJCAI 2020 Q* Approximation Schemes for Batch Reinforcement Learning: A Theoretical Comparison UAI 2020 QEBA: Query-Efficient Boundary-Based Blackbox Attack CVPR 2020 Q-learning with UCB Exploration is Sample Efficient for Infinite-Horizon MDP ICLR 2020 QR-code Reconstruction from Event Data via Optimization in Code Subspace WACV 2020