Optimization

Transductive Ensemble Learning for Neural Machine Translation AAAI 2020 Tree-projected gradient descent for estimating gradient-sparse parameters on graphs COLT 2020 TRPLP - Trifocal Relative Pose From Lines at Points CVPR 2020 TRP: Trained Rank Pruning for Efficient Deep Neural Networks IJCAI 2020 Trust-Region Variational Inference with Gaussian Mixture Models JMLR 2020 Tsallis-INF for Decoupled Exploration and Exploitation in Multi-armed Bandits COLT 2020 Tuning Causal Discovery Algorithms PGM 2020 Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems ICML 2020 Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly JMLR 2020 Two-Grid Preconditioned Solver for Bundle Adjustment WACV 2020 Two Reformulation Approaches to Maximum-A-Posteriori Inference in Sum-Product Networks PGM 2020 UNAS: Differentiable Architecture Search Meets Reinforcement Learning CVPR 2020 Unbalanced Sobolev Descent NeurIPS 2020 Uncertainty-Aware Constraint Learning for Adaptive Safe Motion Planning from Demonstrations CoRL 2020 Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization AAAI 2020 Uncertainty quantification for nonconvex tensor completion: Confidence intervals, heteroscedasticity and optimality ICML 2020 Unconditional Audio Generation with Generative Adversarial Networks and Cycle Regularization Interspeech 2020 Unconditional Coresets for Regularized Loss Minimization AISTATS 2020 Uncorrected Least-Squares Temporal Difference with Lambda-Return AAAI 2020 Understanding and Mitigating the Tradeoff between Robustness and Accuracy ICML 2020 Understanding and Robustifying Differentiable Architecture Search ICLR 2020 Understanding and Stabilizing GANs’ Training Dynamics Using Control Theory ICML 2020 Understanding Gradient Clipping in Private SGD: A Geometric Perspective NeurIPS 2020 Understanding l4-based Dictionary Learning: Interpretation, Stability, and Robustness ICLR 2020 Understanding spiking networks through convex optimization NeurIPS 2020