Optimization

Last iterate convergence in no-regret learning: constrained min-max optimization for convex-concave landscapes AISTATS 2021 Last iterate convergence of SGD for Least-Squares in the Interpolation regime. NeurIPS 2021 Last-Iterate Convergence Rates for Min-Max Optimization: Convergence of Hamiltonian Gradient Descent and Consensus Optimization ALT 2021 Layer-wise Model Pruning based on Mutual Information EMNLP 2021 Layerwise Optimization by Gradient Decomposition for Continual Learning CVPR 2021 Lazy OCO: Online Convex Optimization on a Switching Budget COLT 2021 LB-DESPOT: Efficient Online POMDP Planning Considering Lower Bound in Action Selection (Student Abstract) AAAI 2021 Learn2Hop: Learned Optimization on Rough Landscapes ICML 2021 Learnable Companding Quantization for Accurate Low-Bit Neural Networks CVPR 2021 Learnable Graph Matching: Incorporating Graph Partitioning With Deep Feature Learning for Multiple Object Tracking CVPR 2021 Learned Extragradient ISTA with Interpretable Residual Structures for Sparse Coding AAAI 2021 Learner-Private Convex Optimization ICML 2021 Learning 3-opt heuristics for traveling salesman problem via deep reinforcement learning ACML 2021 Learning a Gradient-free Riemannian Optimizer on Tangent Spaces AAAI 2021 Learning a Latent Search Space for Routing Problems using Variational Autoencoders ICLR 2021 Learning a Latent Simplex in Input Sparsity Time ICLR 2021 Learning A Minimax Optimizer: A Pilot Study ICLR 2021 Learning and Analyzing Generation Order for Undirected Sequence Models EMNLP 2021 Learning and Planning Under Uncertainty for Green Security IJCAI 2021 Learning a Non-Blind Deblurring Network for Night Blurry Images CVPR 2021 Learning a Single Neuron with Bias Using Gradient Descent NeurIPS 2021 Learning Augmented Methods for Matching: Improving Invasive Species Management and Urban Mobility AAAI 2021 Learning Branching Heuristics for Propositional Model Counting AAAI 2021 Learning Complexity of Simulated Annealing AISTATS 2021 Learning Coupled Policies for Simultaneous Machine Translation using Imitation Learning EACL 2021