model compression

3283 papers

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MC

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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

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

EWoRA: Expert Weighted Low-Rank Adaptation for Heterogeneous Data IJCNLP 2025

RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations IJCAI 2025

Adaptive Calibration: A Unified Conversion Framework of Spiking Neural Networks 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

Partially Blinded Unlearning: Class Unlearning for Deep Networks from Bayesian Perspective AAAI 2025

TrimLLM: Progressive Layer Dropping for Domain-Specific LLMs ACL 2025

Pruning General Large Language Models into Customized Expert Models ACL 2025

RingFormer: Rethinking Recurrent Transformer with Adaptive Level Signals EMNLP 2025

TinyFusion: Diffusion Transformers Learned Shallow CVPR 2025

Advancing Weight and Channel Sparsification with Enhanced Saliency WACV 2025

Aligning Sizes of Intermediate Layers by LoRA Adapter for Knowledge Distillation NAACL 2025

Compact Speech Translation Models via Discrete Speech Units Pretraining ACL 2024

USDN: A Unified Sample-Wise Dynamic Network With Mixed-Precision and Early-Exit WACV 2024

IT-Tuning : Parameter Efficient Information Token Tuning for Language Model ACL 2024

Adaptive Deep Neural Network Inference Optimization With EENet WACV 2024