Author

P. Mouseli

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Preprint Oct 2026

Computation, Not Memory: Chain-of-Thought and State Tracking in LLM Agents

Language-model agents often reason before they act, and the value of monitoring that reasoning depends on how it relates to their actions. We ask how an agent's actions depend on its reasoning when the correct action depends on a changing state. In a small file-system task, background events announce which file's lock...

P. Mouseli, M. Moayedi · 0 citations

Open access Sep 2026

LENS: a transferable neuromuscular signature of musculoskeletal pain intensity

Self-reported pain remains the clinical standard for assessing musculoskeletal pain severity, but its subjectivity limits objective diagnosis, monitoring, and therapeutic development. We present LENS (Latent sEMG Neuromuscular Signature), which decodes exertion-evoked musculoskeletal pain intensity from surface electro...

P. Mouseli, Nathaniel W. De Vera, Suha Sagheer et al. · bioRxiv · 0 citations