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Model Compression

1928 directly classified papers

Papers per year

Papers

SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression AAAI 2025
BigMac: A Communication-Efficient Mixture-of-Experts Model Structure for Fast Training and Inference AAAI 2025
Sample-aware Adaptive Structured Pruning for Large Language Models AAAI 2025
RILQ: Rank-Insensitive LoRA-Based Quantization Error Compensation for Boosting 2-Bit Large Language Model Accuracy AAAI 2025
Toward Adaptive Large Language Models Structured Pruning via Hybrid-grained Weight Importance Assessment AAAI 2025
From PEFT to DEFT: Parameter Efficient Finetuning for Reducing Activation Density in Transformers AAAI 2025
Pushing the Limits of BFP on Narrow Precision LLM Inference AAAI 2025
MTL-LoRA: Low-Rank Adaptation for Multi-Task Learning AAAI 2025
ScaleOT: Privacy-utility-scalable Offsite-tuning with Dynamic LayerReplace and Selective Rank Compression AAAI 2025
Fit and Prune: Fast and Training-free Visual Token Pruning for Multi-modal Large Language Models AAAI 2025
Treasures in Discarded Weights for LLM Quantization AAAI 2025
ABQ-LLM: Arbitrary-Bit Quantized Inference Acceleration for Large Language Models AAAI 2025
Channel Merging: Preserving Specialization for Merged Experts AAAI 2025
ASER: Activation Smoothing and Error Reconstruction for Large Language Model Quantization AAAI 2025
MeRino: Entropy-Driven Design for Generative Language Models on IoT Devices AAAI 2025
Practical Offloading for Fine-Tuning LLM on Commodity GPU via Learned Sparse Projectors AAAI 2025
Security Attacks on LLM-based Code Completion Tools AAAI 2025
COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism AAAI 2025
AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference AAAI 2025
Gradient Weight-normalized Low-rank Projection for Efficient LLM Training AAAI 2025
Pruning Large Language Models with Semi-Structural Adaptive Sparse Training AAAI 2025
ScholarGEC: Enhancing Controllability of Large Language Model for Chinese Academic Grammatical Error Correction AAAI 2025
Enhancing Large Language Model Performance with Gradient-Based Parameter Selection AAAI 2025
Exploring Model Editing for LLM-based Aspect-Based Sentiment Classification AAAI 2025
Self-calibration for Language Model Quantization and Pruning NAACL 2025