Optimization

Streamlining Conformal Information Retrieval via Score Refinement EMNLP 2024 Streamlining Speech Enhancement DNNs: an Automated Pruning Method Based on Dependency Graph with Advanced Regularized Loss Strategies Interspeech 2024 Strings from the Library of Babel: Random Sampling as a Strong Baseline for Prompt Optimisation NAACL 2024 StructComp: Substituting propagation with Structural Compression in Training Graph Contrastive Learning ICLR 2024 Structured Dynamic Pricing: Optimal Regret in a Global Shrinkage Model JMLR 2024 Structured Optimal Brain Pruning for Large Language Models EMNLP 2024 Structured Transforms Across Spaces with Cost-Regularized Optimal Transport AISTATS 2024 Structure Learning with Continuous Optimization: A Sober Look and Beyond CLeaR 2024 Structure-Preserving Physics-Informed Neural Networks with Energy or Lyapunov Structure IJCAI 2024 Studying K-FAC Heuristics by Viewing Adam through a Second-Order Lens ICML 2024 Subgoal-based Demonstration Learning for Formal Theorem Proving ICML 2024 Subhomogeneous Deep Equilibrium Models ICML 2024 Submodular-based In-context Example Selection for LLMs-based Machine Translation COLING 2024 Submodular framework for structured-sparse optimal transport ICML 2024 Submodular Minimax Optimization: Finding Effective Sets AISTATS 2024 Subsampling is not Magic: Why Large Batch Sizes Work for Differentially Private Stochastic Optimisation ICML 2024 SuperFedNAS: Cost-Efficient Federated Neural Architecture Search for On-Device Inference ECCV 2024 Superposed Atomic Representation for Robust High-Dimensional Data Recovery of Multiple Low-Dimensional Structures AAAI 2024 SuperSVG: Superpixel-based Scalable Vector Graphics Synthesis CVPR 2024 Supervised Matrix Factorization: Local Landscape Analysis and Applications ICML 2024 Surrogate Active Subspaces for Jump-Discontinuous Functions AISTATS 2024 Survival of the Safest: Towards Secure Prompt Optimization through Interleaved Multi-Objective Evolution EMNLP 2024 SVDinsTN: A Tensor Network Paradigm for Efficient Structure Search from Regularized Modeling Perspective CVPR 2024 SWAP: Sparse Entropic Wasserstein Regression for Robust Network Pruning ICLR 2024 SwiftBrush v2: Make Your One-step Diffusion Model Better Than Its Teacher ECCV 2024