Zhe Liu

AUG 17, 2026 · PREPRINT

PertMind: Eliciting Emergent Biological Reasoning in LLM via Reinforcement Learning on Cellular Perturbation Data

arXiv

An uncontrolled, single computational method development study using reinforcement learning on cellular data; no clinical outcomes, no comparator group, and no peer review yet.

AUG 17, 2026 · PREPRINT

Teach and Grow: An Agent-Centered Architecture for General Robot Learning

arXiv

A novel architecture and conceptual framework for robot learning with preliminary empirical validation on a benchmark, but no comparative effectiveness data, no clinical or real-world deployment outcomes, and no peer review.

AUG 11, 2026 · JOURNAL ARTICLE

A report on the mechanisms of sweeteners in four musculoskeletal disorders: Insights from network toxicology, molecular docking, and molecular dynamics simulations

PLOS One

Computational modelling study with no experimental validation, clinical data, or human evidence; raises mechanistic questions about sweetener effects on musculoskeletal health but does not answer them.