Optimization

Efficient Hyper-parameter Search for Knowledge Graph Embedding ACL 2022 Efficient Optimal Transport Algorithm by Accelerated Gradient Descent AAAI 2022 Efficient Riemannian Meta-Optimization by Implicit Differentiation AAAI 2022 Extragradient Method: O(1/K) Last-Iterate Convergence for Monotone Variational Inequalities and Connections With Cocoercivity AISTATS 2022 Fast and accurate optimization on the orthogonal manifold without retraction AISTATS 2022 Fast and Reliable Evaluation of Adversarial Robustness with Minimum-Margin Attack ICML 2022 Fast Convex Optimization for Two-Layer ReLU Networks: Equivalent Model Classes and Cone Decompositions ICML 2022 Faster Deep Reinforcement Learning with Slower Online Network NeurIPS 2022 Faster Privacy Accounting via Evolving Discretization ICML 2022 Fast Graph Neural Tangent Kernel via Kronecker Sketching AAAI 2022 Fast Monte-Carlo Approximation of the Attention Mechanism AAAI 2022 Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better AAAI 2022 Feedback Gradient Descent: Efficient and Stable Optimization with Orthogonality for DNNs AAAI 2022 Flowformer: Linearizing Transformers with Conservation Flows ICML 2022 FOCUS: Flexible Optimizable Counterfactual Explanations for Tree Ensembles AAAI 2022 Fully Hyperbolic Neural Networks ACL 2022 GA-SAM: Gradient-Strength based Adaptive Sharpness-Aware Minimization for Improved Generalization EMNLP 2022 Generalized Binary Search Network for Highly-Efficient Multi-View Stereo CVPR 2022 GENIE: Higher-Order Denoising Diffusion Solvers NeurIPS 2022 Giga-scale Kernel Matrix-Vector Multiplication on GPU NeurIPS 2022 Gradient Descent Is Optimal Under Lower Restricted Secant Inequality And Upper Error Bound NeurIPS 2022 Gradient Estimation with Discrete Stein Operators NeurIPS 2022 GreedyNASv2: Greedier Search With a Greedy Path Filter CVPR 2022 High Probability Bounds for a Class of Nonconvex Algorithms with AdaGrad Stepsize ICLR 2022 HNO: High-Order Numerical Architecture for ODE-Inspired Deep Unfolding Networks AAAI 2022