Author

Chinmoy Mitra

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Preprint Oct 2026

Trust-Gated Capability Control: Breaking the Trust-Vulnerability Paradox in Multi-Agent LLM Systems

Layered trust models for multi-agent LLM systems remain largely conceptual: they name which dimensions of trust matter but not how layers combine, how their importance is set at runtime, or how trust should govern agent actions. This gap matters because higher inter-agent trust raises task success while also enlarging...

Md Mehedi Hasan Nipu, Chinmoy Mitra, Tarannum Ahmed Nowshin et al. · 0 citations

Preprint Aug 2026

Robust and Personalized Federated Learning for Aircraft-Engine Prognostics under Benign and Adversarial Client Heterogeneity

A controlled, safety-oriented evaluation using a multi-task one-dimensional convolutional neural network and a structurally non-IID partition of the Commercial Modular Aero-Propulsion System Simulation benchmark reveals a trade-off between robust update selection and collaborative representation learning.

Chinmoy Mitra, Md Mehedi Hasan Nipu, Mohammad Sakib Mahmood et al. · 0 citations