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Author

Zhenhao Zhao

2 papers indexed here

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#graph neural networks Open access Sep 2026

I/O Lower-Bound Theory and Reinforcement Learning for Efficient Neural Network Inference Optimization

An automated optimization framework with a hierarchical two-layer tuning mechanism that synergizes theoretical I/O constraints with graph-level adaptive fusion while accounting for search overhead, the framework systematically explores high-performance execution patterns.

Rui Xia, Gencheng Liu, Quan-Li Li et al. · 0 citations
#artificial intelligence Preprint Aug 2026

When Teacher Guidance Misleads: Reward-Aligned On-Policy Distillation

RA-OPD selects more reliable trajectories to improve student model performance without requiring additional computational cost and is evaluated on math and code benchmarks using models from the Qwen3 family and the DeepSeek-R1 family.

Si-Yuan Gan, Yu-Hang Li, Xi-Ran Wang et al. · 2 citations · ⚡1

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