Tian Wang

AUG 19, 2026 · PREPRINT

Evaluating and Explaining Prompt Sensitivity of LLMs Using Interactions

arXiv

This is an unrefereed arXiv preprint introducing a novel analytical framework (IPS metric) for understanding LLM prompt sensitivity through interaction decomposition, with empirical validation across 50 models but no peer review.

AUG 17, 2026 · PREPRINT

SCALE: State-Calibrated Latent Embeddings for JEPA Planning in the Right Geometry

arXiv

A single-author computational study proposing a method improvement with empirical validation across five tasks, but no peer review, no comparison to established baselines beyond two variants, and no clinically relevant outcomes.

JUL 23, 2026 · JOURNAL ARTICLE

Metabolic plasticity underlies ferroptosis resistance driven by mutant p53 in pancreatic ductal adenocarcinoma

Molecular Cancer

Mechanistic study in cell and animal models demonstrating mutant p53-driven ferroptosis resistance and a potential combination therapeutic approach, but lacks clinical trial data and hard patient outcomes.