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cs.CV2025
MEC-Quant: Maximum Entropy Coding for Extremely Low Bit Quantization-Aware Training
Junbiao Pang, Tianyang Cai, Baochang Zhang
Quantization-Aware Training (QAT) has driven much attention to produce efficient neural networks. Current QAT still obtains inferior performances compared with the Full Precision (…
cs.CL2025
Efficiently Seeking Flat Minima for Better Generalization in Fine-Tuning Large Language Models and Beyond
Jiaxin Deng, Qingcheng Zhu, Junbiao Pang +3
Little research explores the correlation between the expressive ability and generalization ability of the low-rank adaptation (LoRA). Sharpness-Aware Minimization (SAM) improves mo…