"training-free optimization" Papers

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EasySpec: Layer-Parallel Speculative Decoding for Efficient Multi-GPU Utilization

Yize Wu, KE GAO, Ling Li et al.

NeurIPS 2025posterarXiv:2502.02493
1
citations

Training-Free Bayesianization for Low-Rank Adapters of Large Language Models

Haizhou Shi, Yibin Wang, Ligong Han et al.

NeurIPS 2025posterarXiv:2412.05723
2
citations

Unveiling and Harnessing Hidden Attention Sinks: Enhancing Large Language Models without Training through Attention Calibration

Zhongzhi Yu, Zheng Wang, Yonggan Fu et al.

ICML 2024poster