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Author

Hanyu Wang

3 papers indexed here

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#natural language process... Preprint Oct 2026

DecisionRobust: Benchmarking Robustness for JEV Style Decision Models Across Text and Vision

DecisionRobust is introduced, a benchmark for systematically evaluating the robustness of decision models across textual and visual inputs and shows that attacks expose vulnerabilities beyond the models used for construction and selection.

Yi-Fan Lan, Zhong-Ye Liu, Yu-Rui Chang et al. · 0 citations
#machine learning Preprint Oct 2026

Progress-Aware Distillation for Mitigating Stagnation in Small Language Model Agents

Progress-Aware Distillation (ProD) is proposed, which explicitly detects and penalizes stagnation in student-generated trajectories and encodes the stagnation gap between student and teacher into an adaptive margin for dynamically penalizing possible stagnation.

Yuan-Pu Cao, Saket Sathe, Hanyu Wang et al. · 0 citations
#natural language process... Preprint Oct 2026

How the Audit Rule Shapes Faithful Factor Explanations in LLMs

Large language models are often asked which input factors influenced their outputs. For structured inputs, such reports can be checked by counterfactual perturbation, but each factor must be queried multiple times to estimate its effect, so verification is usually budget-limited. We study how this limited-budget settin...

Tao-Lin Zhang, Han-Yu Wang, Jiu-Heng Wan et al. · 0 citations

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