Optimization

Theoretical Analysis of Evolutionary Algorithms with Quality Diversity for a Classical Path Planning Problem IJCAI 2025 The Pivoting Framework: Frank-Wolfe Algorithms with Active Set Size Control AISTATS 2025 The Price of Freedom: Exploring Expressivity and Runtime Tradeoffs in Equivariant Tensor Products ICML 2025 The Price of Linear Time: Error Analysis of Structured Kernel Interpolation ICML 2025 The Ranking Trick: A Simple and Robust Alternative to Score-Based Regression for AutoML AutoML 2025 The Role of Deductive and Inductive Reasoning in Large Language Models ACL 2025 The Role of Outgoing Connection Heterogeneity in Feedforward Layers of Large Language Models EMNLP 2025 The Sharpness Disparity Principle in Transformers for Accelerating Language Model Pre-Training ICML 2025 The Sparse-Plus-Low-Rank Quasi-Newton Method for Entropic-Regularized Optimal Transport ICML 2025 The Surprising Agreement Between Convex Optimization Theory and Learning-Rate Scheduling for Large Model Training ICML 2025 The Surprising Effectiveness of Infinite-Width NTKs for Characterizing and Improving Model Training AAAI 2025 The Surprising Effectiveness of Test-Time Training for Few-Shot Learning ICML 2025 The Utility and Complexity of In- and Out-of-Distribution Machine Unlearning ICLR 2025 Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling ACL 2025 Thinking LLMs: General Instruction Following with Thought Generation ICML 2025 Thinking Out Loud: Do Reasoning Models Know When They’re Right? EMNLP 2025 Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization ICML 2025 ThinK: Thinner Key Cache by Query-Driven Pruning ICLR 2025 Think while You Generate: Discrete Diffusion with Planned Denoising ICLR 2025 Thought calibration: Efficient and confident test-time scaling EMNLP 2025 ThoughtSculpt: Reasoning with Intermediate Revision and Search NAACL 2025 Threshold UCT: Cost-Constrained Monte Carlo Tree Search with Pareto Curves AAAI 2025 Through the Valley: Path to Effective Long CoT Training for Small Language Models EMNLP 2025 TIGER: Time-frequency Interleaved Gain Extraction and Reconstruction for Efficient Speech Separation ICLR 2025 Tight Clusters Make Specialized Experts ICLR 2025