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Zhining Liu

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#artificial intelligence Jan 2026

AdaFuse: Adaptive Ensemble Decoding with Test-Time Scaling for LLMs

AdaFuse is an adaptive ensemble decoding framework that dynamically selects semantically appropriate fusion units during generation that establishes a synergistic interaction between adaptive ensembling and test-time scaling, where ensemble decisions guide targeted exploration, and the resulting diversity in turn strengthens ensemble quality.

Cheng Cui, Tianxin Wei, Ziyi Chen et al. · arXiv.org · 6 citations · ⚡1