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Optimization

1184 directly classified papers

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Papers

Towards Multi-Mode Outlier Robust Tensor Ring Decomposition AAAI 2024
Solving Attention Kernel Regression Problem via Pre-conditioner AISTATS 2024
Instances Need More Care: Rewriting Prompts for Instances with LLMs in the Loop Yields Better Zero-Shot Performance ACL 2024
Weighted Envy-Freeness for Submodular Valuations AAAI 2024
Pareto Front-Diverse Batch Multi-Objective Bayesian Optimization AAAI 2024
VPTQ: Extreme Low-bit Vector Post-Training Quantization for Large Language Models EMNLP 2024
Streamlining Conformal Information Retrieval via Score Refinement EMNLP 2024
Sharpened Lazy Incremental Quasi-Newton Method AISTATS 2024
Limited Memory Online Gradient Descent for Kernelized Pairwise Learning with Dynamic Averaging AAAI 2024
Optimizing Automatic Differentiation with Deep Reinforcement Learning NIPS 2024
Learning-Augmented Dynamic Submodular Maximization NIPS 2024
Globally Q-linear Gauss-Newton Method for Overparameterized Non-convex Matrix Sensing NIPS 2024
Towards Efficient and Optimal Covariance-Adaptive Algorithms for Combinatorial Semi-Bandits NIPS 2024
ALPS: Improved Optimization for Highly Sparse One-Shot Pruning for Large Language Models NIPS 2024
Sketchy Moment Matching: Toward Fast and Provable Data Selection for Finetuning NIPS 2024
Superposed Atomic Representation for Robust High-Dimensional Data Recovery of Multiple Low-Dimensional Structures AAAI 2024
Submodular Minimax Optimization: Finding Effective Sets AISTATS 2024
Molecular Optimization Model with Patentability Constraint AAAI 2024
Efficient Minimum Bayes Risk Decoding using Low-Rank Matrix Completion Algorithms NIPS 2024
Orthogonal Gradient Boosting for Simpler Additive Rule Ensembles AISTATS 2024
Efficient LLM Scheduling by Learning to Rank NIPS 2024
Feature Distribution Matching by Optimal Transport for Effective and Robust Coreset Selection AAAI 2024
Symmetry-Informed Governing Equation Discovery NIPS 2024
EM for Mixture of Linear Regression with Clustered Data AISTATS 2024
Conformal Contextual Robust Optimization AISTATS 2024