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model compression

3283 papers

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MC

Co-occurring keywords

knowledge distillation (3680) large language model (12755) neural network (6616) efficient computing (779) neural network optimization (1293) transfer learning (5442) convolutional neural network (4216) neural network pruning (265) language model (4573) parameter efficiency (415)

Papers

QPruner: Probabilistic Decision Quantization for Structured Pruning in Large Language Models NAACL 2025
SWITCH: Studying with Teacher for Knowledge Distillation of Large Language Models NAACL 2025
Towards compact and efficient Slovak summarization models ACL 2025
1+1>2: A Synergistic Sparse and Low-Rank Compression Method for Large Language Models EMNLP 2025
AMP-ViT: Optimizing Vision Transformer Efficiency with Adaptive Mixed-Precision Post-Training Quantization WACV 2025
Automated Fine-Grained Mixture-of-Experts Quantization ACL 2025
Efficient Vocabulary Reduction for Small Language Models COLING 2025
Low-Rank Interconnected Adaptation across Layers ACL 2025
Advancing Weight and Channel Sparsification with Enhanced Saliency WACV 2025
Till the Layers Collapse: Compressing a Deep Neural Network Through the Lenses of Batch Normalization Layers. AAAI 2025
Q-Mamba: Towards more efficient Mamba models via post-training quantization ACL 2025
BitNet: 1-bit Pre-training for Large Language Models JMLR 2025
Best Practices for Distilling Large Language Models into BERT for Web Search Ranking COLING 2025
Speed Without Sacrifice: Fine-Tuning Language Models with Medusa and Knowledge Distillation in Travel Applications ACL 2025
BcQLM: Efficient Vision-Language Understanding with Distilled Q-Gated Cross-Modal Fusion EMNLP 2025
Targeted Distillation for Sentiment Analysis EMNLP 2025
eLIR-Net: An Efficient AI Solution for Image Retouching WACV 2025
Rethinking Kullback-Leibler Divergence in Knowledge Distillation for Large Language Models COLING 2025
Comparative Knowledge Distillation WACV 2025
Neural Parameter Search for Slimmer Fine-Tuned Models and Better Transfer ACL 2025
ELMGS: Enhancing Memory and Computation Scalability through Compression for 3D Gaussian Splatting WACV 2025
MeRino: Entropy-Driven Design for Generative Language Models on IoT Devices AAAI 2025
Basic Reading Distillation ACL 2025
Data Generation for Hardware-Friendly Post-Training Quantization WACV 2025
AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference AAAI 2025