Author

Cheng Meng

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#artificial intelligence Preprint Sep 2026

Beyond Truncation: Rethinking LLM Decoding as Ensemble Pruning

This work introduces Mahalanobis-Ensemble Decoding (ME-Decoding), a novel Large Language Model (LLM) decoding framework that frames candidate token selection as ensemble pruning and devise an efficient greedy selection algorithm with near-linear complexity in the candidate size under early stopping, while establishing...

Dun-Yao Xue, Cheng-Shuo Du, Zheng-Bo Wang et al. · 0 citations

#machine learning Preprint Sep 2026

Beyond Straightness: Non-Crossing Flow Matching via Quantile AlignTree Coupling

Quantile AlignTree Flow Matching (QAT-FM), an efficient structured coupling strategy that constructs a hierarchical coupling between a Gaussian prior and the target data distribution via a quantile-aligned tree structure, is proposed, enabling scalable training for large-scale high-dimensional generative tasks.

Jun-Yi Lin, Meng-Yu Li, Jing-Xuan Hu et al. · 0 citations