Optimization

ResQ: A Novel Framework to Implement Residual Neural Networks on Analog Rydberg Atom Quantum Computers ICCV 2025 Revisiting Zeroth-Order Optimization: Minimum-Variance Two-Point Estimators and Directionally Aligned Perturbations ICLR 2025 Rewarding the Unlikely: Lifting GRPO Beyond Distribution Sharpening EMNLP 2025 Riemannian Bilevel Optimization JMLR 2025 Root Defense Strategies: Ensuring Safety of LLM at the Decoding Level ACL 2025 Scalable Acceleration for Classification-Based Derivative-Free Optimization AAAI 2025 Scalable Knowledge Refactoring Using Constrained Optimisation AAAI 2025 Scalable Quantum-Inspired Optimization Through Dynamic Qubit Compression AAAI 2025 ScaleBiO: Scalable Bilevel Optimization for LLM Data Reweighting ACL 2025 S-CFE: Simple Counterfactual Explanations AISTATS 2025 SEE: Strategic Exploration and Exploitation for Cohesive In-Context Prompt Optimization ACL 2025 Selective Inference with Distributed Data JMLR 2025 Self-Clocked Round-Robin Packet Scheduling NSDI 2025 SGD with memory: fundamental properties and stochastic acceleration ICLR 2025 Sharpness-Aware Black-Box Optimization ICLR 2025 Sketch-and-Project Meets Newton Method: Global $O(1/k^2)$ Convergence with Low-Rank Updates AISTATS 2025 Sketching for Convex and Nonconvex Regularized Least Squares with Sharp Guarantees ICLR 2025 Solving hidden monotone variational inequalities with surrogate losses ICLR 2025 SOO-Bench: Benchmarks for Evaluating the Stability of Offline Black-Box Optimization ICLR 2025 Speech Enhancement with Dual-path Multi-Channel Linear Prediction Filter and Multi-norm Beamforming Interspeech 2025 Statistical Inference of Constrained Stochastic Optimization via Sketched Sequential Quadratic Programming JMLR 2025 Suboptimal Search with Dynamic Distribution of Suboptimality AAAI 2025 Temporal Difference Learning: Why It Can Be Fast and How It Will Be Faster ICLR 2025 The Pivoting Framework: Frank-Wolfe Algorithms with Active Set Size Control AISTATS 2025 Tight Lower Bounds under Asymmetric High-Order Hölder Smoothness and Uniform Convexity ICLR 2025