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Author

Vishal Pramanik

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Preprint Aug 2026

Consilience: Conformally Calibrated Communication Control for Hidden-Profile Multi-Agent Reasoning

Multi-agent LLM systems can improve reasoning by pooling diverse perspectives, but their effectiveness depends on coordinating communication, particularly in hidden-profile settings where each agent holds only part of the evidence required for a correct decision. Existing protocols, including fixed schedules, round-rob...

Abhijith Babu, Ramneet Kaur, Vishal Pramanik et al. · 0 citations
Conference Open access 2026

NSF-CoT: Neuro-Symbolic Formal Verification of Chain-of-Thought Faithfulness in Contextual Question Answering

NSF-CoT is presented, a neuro-symbolic formal verification method that checks CoT faithfulness step by step for contextual question answering and consistently outperforms causal mediation, perturbation probes, and behavioral monitoring.

Vishal Pramanik, Maisha Maliha, Nathaniel D. Bastian et al. · 1 citation

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