Optimization

Global optimality of softmax policy gradient with single hidden layer neural networks in the mean-field regime ICLR 2021 Gradient-Based Algorithms for Machine Teaching CVPR 2021 Gradient-based Hyperparameter Optimization Over Long Horizons NeurIPS 2021 Gradient-based optimization for multi-resource spatial coverage problems UAI 2021 Gradient Descent Averaging and Primal-dual Averaging for Strongly Convex Optimization AAAI 2021 Gradient Descent in RKHS with Importance Labeling AISTATS 2021 Gradient Descent on Neural Networks Typically Occurs at the Edge of Stability ICLR 2021 Gradient Methods Never Overfit On Separable Data JMLR 2021 Gradient Normalization for Generative Adversarial Networks ICCV 2021 GRAD-MATCH: Gradient Matching based Data Subset Selection for Efficient Deep Model Training ICML 2021 gradSim: Differentiable simulation for system identification and visuomotor control ICLR 2021 GraphMix: Improved Training of GNNs for Semi-Supervised Learning AAAI 2021 Graph Neural Networks for Distributed Linear-Quadratic Control L4DC 2021 Graph Neural Networks with Adaptive Residual NeurIPS 2021 Graph-PIT: Generalized Permutation Invariant Training for Continuous Separation of Arbitrary Numbers of Speakers Interspeech 2021 Graph Traversal with Tensor Functionals: A Meta-Algorithm for Scalable Learning ICLR 2021 Greedy and Random Quasi-Newton Methods with Faster Explicit Superlinear Convergence NeurIPS 2021 Greedy Search Algorithm for Mixed Precision in Post-Training Quantization of Convolutional Neural Network Inspired by Submodular Optimization ACML 2021 Greybox Algorithm Configuration IJCAI 2021 Group Delay Based Re-Weighted Sparse Recovery Algorithms for Robust and High-Resolution Source Separation in DOA Framework Interspeech 2021 Group Whitening: Balancing Learning Efficiency and Representational Capacity CVPR 2021 Group-Wise Inhibition Based Feature Regularization for Robust Classification ICCV 2021 Growing Efficient Deep Networks by Structured Continuous Sparsification ICLR 2021 Guarantees for Tuning the Step Size using a Learning-to-Learn Approach ICML 2021 Hadamard Wirtinger Flow for Sparse Phase Retrieval AISTATS 2021