COMPASS: Context-Modulated PID Attention Steering System for Hallucination Mitigation. - Kenji Sahay; Snigdha Pandya; Rohan Nagale; Anna Lin; Shikhar Shiromani; Kevin Zhu; Sunishchal Dev (CoRR, 2025)

SAGE: Agentic Framework for Interpretable and Clinically Translatable Computational Pathology Biomarker Discovery. - Sahar Almahfouz Nasser; Juan Francisco Pesantez Borja; Jincheng Liu; Tanvir Hasan; Zenghan Wang; Suman Ghosh; Sandeep Manandhar; Shikhar Shiromani; Twisha Shah; Naoto Tokuyama; Anant Madabhushi (CoRR, 2026)

The Hypocrisy Gap: Quantifying Divergence Between Internal Belief and Chain-of-Thought Explanation via Sparse Autoencoders. - Shikhar Shiromani; Archie Chaudhury; Sri Pranav Kunda (CoRR, 2026)

ProMoral-Bench: Evaluating Prompting Strategies for Moral Reasoning and Safety in LLMs. - Rohan Subramanian Thomas; Shikhar Shiromani; Abdullah Chaudhry; Ruizhe Li; Vasu Sharma; Kevin Zhu; Sunishchal Dev (CoRR, 2026)

Linear Predictability of Attention Heads in Large Language Models. - Khalid Shaikh; Asmit Kumar Singh; Rebecca Christopher Dsouza; Shikhar Shiromani (CoRR, 2026)

Where Reliability Lives in Vision-Language Models: A Mechanistic Study of Attention, Hidden States, and Causal Circuits. - Logan Mann; Ajit Saravanan; Ishan Dave; Shikhar Shiromani; Saadullah Ismail; Yi Xia; Emily Huang (CoRR, 2026)