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model compression

3302 papers

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MC

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knowledge distillation (3725) large language model (13587) neural network (6616) efficient computing (781) neural network optimization (1293) transfer learning (5449) convolutional neural network (4226) neural network pruning (265) language model (4599) parameter efficiency (417)

Papers

Concept Distillation from Strong to Weak Models via Hypotheses-to-Theories Prompting NAACL 2025
RED-CT: A Systems Design Methodology for Using LLM-labeled Data to Train and Deploy Edge Linguistic Classifiers COLING 2025
SnapGen-V: Generating a Five-Second Video within Five Seconds on a Mobile Device CVPR 2025
Resource-Efficient Anonymization of Textual Data via Knowledge Distillation from Large Language Models COLING 2025
Pushing the Limits of BFP on Narrow Precision LLM Inference AAAI 2025
Argus: A Compact and Versatile Foundation Model for Vision CVPR 2025
A Multi-Task Supervised Compression Model for Split Computing WACV 2025
MiniKV: Pushing the Limits of 2-Bit KV Cache via Compression and System Co-Design for Efficient Long Context Inference ACL 2025
EAC-MoE: Expert-Selection Aware Compressor for Mixture-of-Experts Large Language Models ACL 2025
Visual Prompting Upgrades Neural Network Sparsification: A Data-Model Perspective AAAI 2025
Comparative Knowledge Distillation WACV 2025
ELMGS: Enhancing Memory and Computation Scalability through Compression for 3D Gaussian Splatting WACV 2025
Data Generation for Hardware-Friendly Post-Training Quantization WACV 2025
LowFormer: Hardware Efficient Design for Convolutional Transformer Backbones WACV 2025
RemDet: Rethinking Efficient Model Design for UAV Object Detection AAAI 2025
Efficient Image-to-Image Diffusion Classifier for Adversarial Robustness AAAI 2025
Enhancing One-Shot Pruned Pre-trained Language Models through Sparse-Dense-Sparse Mechanism COLING 2025
On Pruning State-Space LLMs EMNLP 2025
Portcullis: A Scalable and Verifiable Privacy Gateway for Third-Party LLM Inference AAAI 2025
Advancing Weight and Channel Sparsification with Enhanced Saliency WACV 2025
Aligning Sizes of Intermediate Layers by LoRA Adapter for Knowledge Distillation NAACL 2025
UNLEARN Efficient Removal of Knowledge in Large Language Models NAACL 2025
RETUYT-INCO at BEA 2025 Shared Task: How Far Can Lightweight Models Go in AI-powered Tutor Evaluation? ACL 2025
MLKV: Multi-Layer Key-Value Heads for Memory Efficient Transformer Decoding NAACL 2025
Outlier-Safe Pre-Training for Robust 4-Bit Quantization of Large Language Models ACL 2025