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model compression

3,562 papers

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MC

Co-occurring keywords · papers mentioning both

knowledge distillation (1,124) large language model (422) neural network (322) neural network optimization (297) efficient computing (297) convolutional neural network (240) transfer learning (234) neural network pruning (200) parameter-efficient fine-tuning (168) language model (158)

Papers

Beyond Dynamic Quantization: An Efficient Static Hierarchical Mix-precision Framework for Near-Lossless LLM Compression EMNLP 2025 Beyond Fixed-Length Calibration for Post-Training Compression of LLMs EMNLP 2025 Beyond Linear Approximations: A Novel Pruning Approach for Attention Matrix ICLR 2025 Beyond Logits: Aligning Feature Dynamics for Effective Knowledge Distillation ACL 2025 Beyond the Limits: Overcoming Negative Correlation of Activation-Based Training-Free NAS ICCV 2025 Beyond the Tip of Efficiency: Uncovering the Submerged Threats of Jailbreak Attacks in Small Language Models ACL 2025 BigMac: A Communication-Efficient Mixture-of-Experts Model Structure for Fast Training and Inference AAAI 2025 BiLD: Bi-directional Logits Difference Loss for Large Language Model Distillation COLING 2025 Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing CVPR 2025 Binarized Neural Network for Multi-spectral Image Fusion CVPR 2025 BitNet: 1-bit Pre-training for Large Language Models JMLR 2025 Bitnet.cpp: Efficient Edge Inference for Ternary LLMs ACL 2025 BitStack: Any-Size Compression of Large Language Models in Variable Memory Environments ICLR 2025 BitTTS: Highly Compact Text-to-Speech Using 1.58-bit Quantization and Weight Indexing Interspeech 2025 Block Circulant Adapter for Large Language Models IJCAI 2025 BlockDance: Reuse Structurally Similar Spatio-Temporal Features to Accelerate Diffusion Transformers CVPR 2025 BlockPruner: Fine-grained Pruning for Large Language Models ACL 2025 Boost Embodied AI Models with Robust Compression Boundary IJCAI 2025 Boundary-Conscious Pruning: Hard Set-Aware Model Compression for Efficient Speaker Recognition Interspeech 2025 Breaking the Encoder Barrier for Seamless Video-Language Understanding ICCV 2025 Bypass Back-propagation: Optimization-based Structural Pruning for Large Language Models via Policy Gradient ACL 2025 C2KD: Cross-layer and Cross-head Knowledge Distillation for Small Language Model-based Recommendation ACL 2025 C3oT: Generating Shorter Chain-of-Thought Without Compromising Effectiveness AAAI 2025 Cache-of-Thought: Master-Apprentice Framework for Cost-Effective Vision Language Model Reasoning EMNLP 2025 Can Post-Training Quantization Benefit from an Additional QLoRA Integration? NAACL 2025