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model compression

3,562 papers

MC

Papers

Hardware-Aware Parallel Prompt Decoding for Memory-Efficient Acceleration of LLM Inference EMNLP 2025 HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models ICLR 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 Heuristic-free Knowledge Distillation for Streaming ASR via Multi-modal Training AAAI 2025 HIGGS: Pushing the Limits of Large Language Model Quantization via the Linearity Theorem NAACL 2025 HiRA: Parameter-Efficient Hadamard High-Rank Adaptation for Large Language Models ICLR 2025 HookMoE: A learnable performance compensation strategy of Mixture-of-Experts for LLM inference acceleration EMNLP 2025 Hopscotch: Discovering and Skipping Redundancies in Language Models EMNLP 2025 How Much Knowledge Can You Pack into a LoRA Adapter without Harming LLM? NAACL 2025 Hybrid Data-Free Knowledge Distillation AAAI 2025 HydraOpt: Navigating the Efficiency-Performance Trade-off of Adapter Merging EMNLP 2025 Hypercomplex Transformer: Novel Attention Mechanism IJCNLP 2025 ICP: Immediate Compensation Pruning for Mid-to-high Sparsity CVPR 2025 IG-Pruning: Input-Guided Block Pruning for Large Language Models EMNLP 2025 IIET: Efficient Numerical Transformer via Implicit Iterative Euler Method EMNLP 2025 ImPart: Importance-Aware Delta-Sparsification for Improved Model Compression and Merging in LLMs ACL 2025 Importance-Based Token Merging for Efficient Image and Video Generation ICCV 2025 Improving Data Efficiency via Curating LLM-Driven Rating Systems ICLR 2025 Improving Efficiency in Large Language Models via Extendable Block Floating Point Representation ACL 2025 Improving Language Model Distillation through Hidden State Matching ICLR 2025 Improving Reasoning Capabilities in Small Models through Mixture-of-layers Distillation with Stepwise Attention on Key Information EMNLP 2025 Indirect Gradient Matching for Adversarial Robust Distillation ICLR 2025 InDistill: Information Flow-Preserving Knowledge Distillation for Model Compression WACV 2025 Inference-Time Diffusion Model Distillation ICCV 2025