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Author

A. Chakravarthy

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#machine learning Preprint Jun 2026

QueryGraph: Reliable Multi-Tool Query Execution Planning via LLM-Based Graph Generation

This work introduces a system that converts natural language queries into structured graphs and executes them via a deterministic planner, which uses depth-first search to resolve dependencies and combine results across tools, improving reliability and enabling queries beyond traditional keyword-based search.

A. Chakravarthy, Vidhi Kulkarni, Duen Horng Chau · 0 citations
Open access Aug 2026

AI Research Partner: An AI-Powered Web Platform for Research Paper Analysis, Summarization, and Ideation

The AI Research Partner is presented, a full-stack MERN web platform that unifies the research-reading workflow — comprehension, synthesis, and ideation — into a single authenticated system, demonstrating that a single, prompt-engineered platform can reasonably reproduce the core stages of expert research reading within one coherent, collaborative interface.

Chintha Kameswara Lokesh, A. Chakravarthy, Priya Darshini Cholla · 0 citations

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