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Model Compression

1503 directly classified papers

Papers per year

Papers

GIFT-SW: Gaussian noise Injected Fine-Tuning of Salient Weights for LLMs ACL 2025
HyperLoRA: Parameter-Efficient Adaptive Generation for Portrait Synthesis CVPR 2025
Effortless Active Labeling for Long-Term Test-Time Adaptation CVPR 2025
MBQ: Modality-Balanced Quantization for Large Vision-Language Models CVPR 2025
Not All Parameters Matter: Masking Diffusion Models for Enhancing Generation Ability CVPR 2025
Efficient Diffusion as Low Light Enhancer CVPR 2025
Quantization without Tears CVPR 2025
Align-KD: Distilling Cross-Modal Alignment Knowledge for Mobile Vision-Language Large Model Enhancement CVPR 2025
EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models CVPR 2025
VLsI: Verbalized Layers-to-Interactions from Large to Small Vision Language Models CVPR 2025
Query Efficient Black-Box Visual Prompting with Subspace Learning CVPR 2025
CoA: Towards Real Image Dehazing via Compression-and-Adaptation CVPR 2025
Efficient Traffic Prediction Through Spatio-Temporal Distillation AAAI 2025
Scalable Quantum-Inspired Optimization Through Dynamic Qubit Compression AAAI 2025
AtomNet: Designing Tiny Models from Operators Under Extreme MCU Constraints AAAI 2025
LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation EMNLP 2025
DART: Distilling Autoregressive Reasoning to Silent Thought EMNLP 2025
QuZO: Quantized Zeroth-Order Fine-Tuning for Large Language Models EMNLP 2025
HD-PiSSA: High-Rank Distributed Orthogonal Adaptation EMNLP 2025
LoSiA: Efficient High-Rank Fine-Tuning via Subnet Localization and Optimization EMNLP 2025
CTCC: A Robust and Stealthy Fingerprinting Framework for Large Language Models via Cross-Turn Contextual Correlation Backdoor EMNLP 2025
Structuring Radiology Reports: Challenging LLMs with Lightweight Models EMNLP 2025
ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning EMNLP 2025
MLWQ: Efficient Small Language Model Deployment via Multi-Level Weight Quantization EMNLP 2025
Enhancing Autonomous Driving Systems with On-Board Deployed Large Language Models RSS 2025