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Qian-Yu Jiang

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#natural language process... Preprint Oct 2026

TreeSpark: Learning to Draft the Trees You Verify for Speculative Decoding

TreeSpark is introduced, a unified training and inference framework extending the semi-autoregressive DSpark architecture that constructs parent-conditioned candidate trees from one backbone pass and replays their expansion, pruning, and budgeted packing during training.

Jihao Zhao, Qian-Yu Jiang, Shuai-Shuai Zu et al. · 0 citations
Preprint Aug 2026

Adaptive Matrix Multiplication for Dynamic Shapes on Ascend NPUs

This work proposes AdaptCore, an adaptive framework for universally high-performance MatMul on Ascend NPUs, which systematically decouples operator optimization into spatial tiling and instruction orchestration and integrates a composable optimization library with a deterministic analytical performance model.

Yuhang Zhou, Jianglan Peng, Qian-Yu Jiang et al. · 0 citations

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