Optimization

HELENE: Hessian Layer-wise Clipping and Gradient Annealing for Accelerating Fine-tuning LLM with Zeroth-order Optimization EMNLP 2025 HeMoRa: Unsupervised Heuristic Consensus Sampling for Robust Point Cloud Registration CVPR 2025 HERMES: temporal-coHERent long-forM understanding with Episodes and Semantics ICCV 2025 Hessian-Free Online Certified Unlearning ICLR 2025 HexGen-2: Disaggregated Generative Inference of LLMs in Heterogeneous Environment ICLR 2025 HiCOT: Improving Neural Topic Models via Optimal Transport and Contrastive Learning ACL 2025 Hide & Seek: Transformer Symmetries Obscure Sharpness & Riemannian Geometry Finds It ICML 2025 Hierarchical Context Pruning: Optimizing Real-World Code Completion with Repository-Level Pretrained Code LLMs AAAI 2025 Hierarchical Features Matter: A Deep Exploration of Progressive Parameterization Method for Dataset Distillation CVPR 2025 Hierarchically Encapsulated Representation for Protocol Design in Self-Driving Labs ICLR 2025 Hierarchical Overlapping Clustering on Graphs: Cost Function, Algorithm and Scalability ICML 2025 Hierarchical Refinement: Optimal Transport to Infinity and Beyond ICML 2025 Hierarchical Speculative Decoding with Dynamic Window NAACL 2025 High-accuracy sampling from constrained spaces with the Metropolis-adjusted Preconditioned Langevin Algorithm ALT 2025 High-Dimensional L2-Boosting: Rate of Convergence JMLR 2025 High-Dimensional Prediction for Sequential Decision Making ICML 2025 Higher-Order Ratio Cycles for Fast and Globally Optimal Shape Matching CVPR 2025 High Probability Bound for Cross-Learning Contextual Bandits with Unknown Context Distributions ICML 2025 High-probability Convergence Bounds for Online Nonlinear Stochastic Gradient Descent under Heavy-tailed Noise AISTATS 2025 HMoE: Heterogeneous Mixture of Experts for Language Modeling EMNLP 2025 HOPE for a Robust Parameterization of Long-memory State Space Models ICLR 2025 HotSpot: Signed Distance Function Optimization with an Asymptotically Sufficient Condition CVPR 2025 How Distributed Collaboration Influences the Diffusion Model Training? A Theoretical Perspective ICML 2025 How Does Critical Batch Size Scale in Pre-training? ICLR 2025 How Do Large Language Models Perform on PDE Discovery: A Coarse-to-fine Perspective EMNLP 2025