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model compression

3,562 papers

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MC

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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

LLMs on a Budget? Say HOLA EMNLP 2025 LM-Searcher: Cross-domain Neural Architecture Search with LLMs via Unified Numerical Encoding EMNLP 2025 Local Dense Logit Relations for Enhanced Knowledge Distillation ICCV 2025 Logic Distillation: Learning from Code Function by Function for Decision-making Tasks IJCAI 2025 Logits-Based Finetuning EMNLP 2025 LoLCATs: On Low-Rank Linearizing of Large Language Models ICLR 2025 LoRACoE: Improving Large Language Model via Composition-based LoRA Expert EMNLP 2025 LoRaDA: Low-Rank Direct Attention Adaptation for Efficient LLM Fine-tuning EMNLP 2025 LoRA-FAIR: Federated LoRA Fine-Tuning with Aggregation and Initialization Refinement ICCV 2025 LoRA-Pro: Are Low-Rank Adapters Properly Optimized? ICLR 2025 LoSiA: Efficient High-Rank Fine-Tuning via Subnet Localization and Optimization EMNLP 2025 Low-Bit Quantization Favors Undertrained LLMs ACL 2025 LowFormer: Hardware Efficient Design for Convolutional Transformer Backbones WACV 2025 Low-Rank Interconnected Adaptation across Layers ACL 2025 LUT-Fuse: Towards Extremely Fast Infrared and Visible Image Fusion via Distillation to Learnable Look-Up Tables ICCV 2025 LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model Compression NAACL 2025 MaCP: Minimal yet Mighty Adaptation via Hierarchical Cosine Projection ACL 2025 Make Your Training Flexible: Towards Deployment-Efficient Video Models ICCV 2025 MambaQuant: Quantizing the Mamba Family with Variance Aligned Rotation Methods ICLR 2025 Mamba-Shedder: Post-Transformer Compression for Efficient Selective Structured State Space Models NAACL 2025 MARIO-0.5B: A Multi-Agent Lightweight Model for Real-Time Open Information Extraction in Low-Resource Settings EMNLP 2025 Masks Can be Learned as an Alternative to Experts ACL 2025 MASSV: Multimodal Adaptation and Self-Data Distillation for Speculative Decoding of Vision-Language Models EMNLP 2025 MaTVLM: Hybrid Mamba-Transformer for Efficient Vision-Language Modeling ICCV 2025 Maximizing the Effectiveness of Larger BERT Models for Compression ACL 2025