Author

Dibakar Datta

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Jul 2026

An Autonomous Scientific Knowledge Generation Framework for AI-Driven Scientific Discovery

An Autonomous Scientific Knowledge Generation Framework that transforms scientific publications into a Unified AI-Ready Scientific Knowledge Base and provides a scalable, domain-independent foundation for predictive AI, generative AI, and closed-loop AI-driven scientific discovery.

Dibakar Datta · arXiv.org · 0 citations

Preprint Aug 2026

Physics-Informed and Knowledge-Driven Generative AI for Autonomous Discovery of Porous Oxide Energy Materials: Opportunities and Challenges

A seven-tier physics-informed inverse-design framework integrating chemistry, thermodynamics, transport, electrochemistry, durability, cell compatibility, and manufacturability is proposed, providing a general framework for AI-enabled autonomous materials discovery across energy-storage materials and other functional m...

Dibakar Datta · 0 citations