Author

Xiao-Shuang Shi

2 papers indexed here

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Preprint Oct 2026

VTR-Bench: A Systematic Benchmark for Evaluating Visual Text Rendering in Video Generation

Recent video generation models can produce highly realistic videos from natural language instructions, with visual quality approaching cinematic standards. Existing evaluation benchmarks, however, predominantly assess visual quality, aesthetic appeal and physical plausibility, while paying limited attention to text, an...

Yu Huang, Jun-Gang Li, Zhiyuan Wang et al. · 0 citations

#machine learning Preprint May 2025

Understanding and Mitigating Under-Confidence in GNNs from the Final Layer

It is theoretically show that reducing the weight decay of the final-layer parameters alleviates GNN under-confidence by acting on the class-centroid level, while node-level calibration acts as a finer-grained complement to class-centroid-level calibration, which encourages each test node to be closer to its predicted...

Jincheng Huang, Jie Xu, Xiao-Shuang Shi et al. · 6 citations