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Author

Yu-Liang Zhan

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Preprint Aug 2026

Continuous-Time Quantum Walks based Graph Neural Network

A GNN based on Continuous-Time Quantum Walks (CTQW) and exploiting two properties of the CTQW propagator, preserving mid- and high-frequency signals for heterophilic graphs while preventing Dirichlet-energy collapse.

Yu-Liang Zhan, Ze-Feng Gao, Jian Li et al. · 0 citations
Jul 2026

Ring-Zero: Scaling Zero RL to a Trillion Parameters for Emergent Reasoning

This work presents a stable and efficient training pipeline, incorporating algorithmic and system optimizations such as clipped importance sampling, training-inference ratio correction, and mixed-precision control, and proposes a structured evaluation framework across three dimensions: comprehensibility, reproducibilit...

Xinyu Tang, Gangqiang Cao, Yurou Liu et al. · 0 citations

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