Author

Ziqi Tan

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#artificial intelligence Preprint Sep 2026

Budget Boundary Effects in Test-Time Mathematical Reasoning

A cumulative token cap can fall inside a mathematical derivation, forcing a test-time controller to choose between stopping at the cap (strict) and allowing the current attempt to finish (advisory). We measure this boundary choice with paired offline replays of 19,200 public traces: 120 AIME, BrUMO and HMMT problems an...

Gui-Lin Zhang, Zi-Qi Tan, Wu-Lan Guo et al. · 0 citations

Aug 2026

Robustness evaluation of explainable AI methods under natural image corruptions

This study presents the first comprehensive evaluation framework systematically assessing XAI robustness under natural image corruptions encountered in production environments and establishes the first evidence-based XAI robustness ranking under natural corruptions, providing actionable guidance for practitioners selec...

Guilin Zhang, Wulan Guo, Ziqi Tan et al. · Applied intelligence (Boston... · 0 citations