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Optimization & Theory

7,804 papers (27 classified directly here)

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1,352
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Papers (including subtopics)

Hardware-Aware Parallel Prompt Decoding for Memory-Efficient Acceleration of LLM Inference EMNLP 2025 Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation EMNLP 2025 Harnessing Input-Adaptive Inference for Efficient VLN ICCV 2025 Hash3D: Training-free Acceleration for 3D Generation CVPR 2025 HASH-RAG: Bridging Deep Hashing with Retriever for Efficient, Fine Retrieval and Augmented Generation ACL 2025 HD-PiSSA: High-Rank Distributed Orthogonal Adaptation EMNLP 2025 HELENE: Hessian Layer-wise Clipping and Gradient Annealing for Accelerating Fine-tuning LLM with Zeroth-order Optimization EMNLP 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 Hierarchical Safety Realignment: Lightweight Restoration of Safety in Pruned Large Vision-Language Models ACL 2025 Hierarchical Speculative Decoding with Dynamic Window NAACL 2025 HierGR: Hierarchical Semantic Representation Enhancement for Generative Retrieval in Food Delivery Search ACL 2025 HiRemate: Hierarchical Approach for Efficient Re-materialization of Neural Networks ICML 2025 HMoE: Heterogeneous Mixture of Experts for Language Modeling EMNLP 2025 How Far are AI-generated Videos from Simulating the 3D Visual World: A Learned 3D Evaluation Approach ICCV 2025 How Not to Stitch Representations to Measure Similarity: Task Loss Matching Versus Direct Matching AAAI 2025 How Persuasive Is Your Context? EMNLP 2025 How to Mitigate Overfitting in Weak-to-strong Generalization? ACL 2025 How to set AdamW’s weight decay as you scale model and dataset size ICML 2025 HSI: A Holistic Style Injector for Arbitrary Style Transfer CVPR 2025 HUNet: Homotopy Unfolding Network for Image Compressive Sensing CVPR 2025 HVAdam: A Full-Dimension Adaptive Optimizer AAAI 2025 Hybrid Data-Free Knowledge Distillation AAAI 2025 HydraOpt: Navigating the Efficiency-Performance Trade-off of Adapter Merging EMNLP 2025 Hypergraph Attacks via Injecting Homogeneous Nodes into Elite Hyperedges AAAI 2025