Model Compression

EAC-MoE: Expert-Selection Aware Compressor for Mixture-of-Experts Large Language Models ACL 2025 EA-KD: Entropy-based Adaptive Knowledge Distillation ICCV 2025 EasyDistill: A Comprehensive Toolkit for Effective Knowledge Distillation of Large Language Models EMNLP 2025 EA-Vit: Efficient Adaptation for Elastic Vision Transformer ICCV 2025 ECCC: Edge Code Cloak Coder for Privacy Code Agent EMNLP 2025 ECHO-LLaMA: Efficient Caching for High-Performance LLaMA Training EMNLP 2025 EcoLoRA: Communication-Efficient Federated Fine-Tuning of Large Language Models EMNLP 2025 Edge-SD-SR: Low Latency and Parameter Efficient On-device Super-Resolution with Stable Diffusion via Bidirectional Conditioning CVPR 2025 EdgeTAM: On-Device Track Anything Model CVPR 2025 Efficient Adaptation of Pre-trained Vision Transformer underpinned by Approximately Orthogonal Fine-Tuning Strategy ICCV 2025 Efficient Attention-Sharing Information Distillation Transformer for Lightweight Single Image Super-Resolution AAAI 2025 EfficientCrackNet: A Lightweight Model for Crack Segmentation WACV 2025 Efficient Data Driven Mixture-of-Expert Extraction from Trained Networks CVPR 2025 Efficient Diffusion as Low Light Enhancer CVPR 2025 Efficient Federated Learning via Clients-to-Server Knowledge Distillation (Student Abstract) AAAI 2025 EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models CVPR 2025 Efficient Neural Network Encoding for 3D Color Lookup Tables AAAI 2025 EfficientQAT: Efficient Quantization-Aware Training for Large Language Models ACL 2025 Efficient Speech Translation through Model Compression and Knowledge Distillation ACL 2025 Efficient Traffic Prediction Through Spatio-Temporal Distillation AAAI 2025 Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments EMNLP 2025 Efficient Vocabulary Reduction for Small Language Models COLING 2025 EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models ACL 2025 Effortless Active Labeling for Long-Term Test-Time Adaptation CVPR 2025 ELMGS: Enhancing Memory and Computation Scalability through Compression for 3D Gaussian Splatting WACV 2025