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Model Compression

124 directly classified papers

Papers per year

Papers

A4A: Adapter for Adapter Transfer via All-for-All Mapping for Cross-Architecture Models CVPR 2025
Minimal Interaction Seperated Tuning: A New Paradigm for Visual Adaptation CVPR 2025
Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt. Generation for Enhanced LLM Content Moderation ACL 2025
Quantization without Tears CVPR 2025
Efficient Data Driven Mixture-of-Expert Extraction from Trained Networks CVPR 2025
Low-Rank Adaptation in Multilinear Operator Networks for Security-Preserving Incremental Learning CVPR 2025
LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint ACL 2025
Hierarchical Safety Realignment: Lightweight Restoration of Safety in Pruned Large Vision-Language Models ACL 2025
Separate the Wheat from the Chaff: A Post-Hoc Approach to Safety Re-Alignment for Fine-Tuned Language Models ACL 2025
FlexGS: Train Once, Deploy Everywhere with Many-in-One Flexible 3D Gaussian Splatting CVPR 2025
K-LoRA: Unlocking Training-Free Fusion of Any Subject and Style LoRAs CVPR 2025
Refining Salience-Aware Sparse Fine-Tuning Strategies for Language Models ACL 2025
MobiLoRA: Accelerating LoRA-based LLM Inference on Mobile Devices via Context-aware KV Cache Optimization ACL 2025
Dual Information Purification for Lightweight SAR Object Detection AAAI 2025
Numerical Pruning for Efficient Autoregressive Models AAAI 2025
Treasures in Discarded Weights for LLM Quantization AAAI 2025
Channel Merging: Preserving Specialization for Merged Experts AAAI 2025
Security Attacks on LLM-based Code Completion Tools AAAI 2025
Distilling Structured Rationale from Large Language Models to Small Language Models for Abstractive Summarization AAAI 2025
Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models ACL 2025
Accelerating Dense LLMs via L0-regularized Mixture-of-Experts ACL 2025
Adversarial Diffusion Compression for Real-World Image Super-Resolution CVPR 2025
LEANCODE: Understanding Models Better for Code Simplification of Pre-trained Large Language Models ACL 2025
Modality-Aware Neuron Pruning for Unlearning in Multimodal Large Language Models ACL 2025
GAP: a Global Adaptive Pruning Method for Large Language Models EMNLP 2025