Optimization

Alias-Free Mamba Neural Operator NeurIPS 2024 Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction NeurIPS 2024 A Lower Bound and a Near-Optimal Algorithm for Bilevel Empirical Risk Minimization AISTATS 2024 Alpha Invariance: On Inverse Scaling Between Distance and Volume Density in Neural Radiance Fields CVPR 2024 An Accelerated Gradient Method for Convex Smooth Simple Bilevel Optimization NeurIPS 2024 Analytically deriving Partial Information Decomposition for affine systems of stable and convolution-closed distributions NeurIPS 2024 A Neural Height-Map Approach for the Binocular Photometric Stereo Problem WACV 2024 An Inexact Projected Regularized Newton Method for Fused Zero-norms Regularization Problems JMLR 2024 An Interpretable Approach to the Solutions of High-Dimensional Partial Differential Equations AAAI 2024 A Primal-Dual Algorithm for Hybrid Federated Learning AAAI 2024 A Primal-Dual Approach to Solving Variational Inequalities with General Constraints ICLR 2024 A Primal-Dual-Assisted Penalty Approach to Bilevel Optimization with Coupled Constraints NeurIPS 2024 A Provably Accurate Randomized Sampling Algorithm for Logistic Regression AAAI 2024 A Reinforcement-Learning-Based Multiple-Column Selection Strategy for Column Generation AAAI 2024 Are You Concerned about Limited Function Evaluations: Data-Augmented Pareto Set Learning for Expensive Multi-Objective Optimization AAAI 2024 AsGrad: A Sharp Unified Analysis of Asynchronous-SGD Algorithms AISTATS 2024 A Simple and Adaptive Learning Rate for FTRL in Online Learning with Minimax Regret of Θ(T^2/3) and its Application to Best-of-Both-Worlds NeurIPS 2024 A Single-Loop Robust Policy Gradient Method for Robust Markov Decision Processes ICML 2024 A Surprisingly Simple Continuous-Action POMDP Solver: Lazy Cross-Entropy Search Over Policy Trees AAAI 2024 Asynchronous Randomized Trace Estimation AISTATS 2024 Atomic Recovery Property for Multi-view Subspace-Preserving Recovery IJCAI 2024 A two-scale Complexity Measure for Deep Learning Models NeurIPS 2024 Big Learning Expectation Maximization AAAI 2024 Boosting Offline Optimizers with Surrogate Sensitivity ICML 2024 Boundary Decomposition for Nadir Objective Vector Estimation NeurIPS 2024