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Divij Handa

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#artificial intelligence Preprint Sep 2026

No-Box Vulnerability Analysis: Description-only Detection of Indirect Prompt Injection Vulnerabilities in MCP Servers

Conventional vulnerability analysis relies on either system access or dynamic interaction, all of which may be unavailable to third-party analysts auditing closed-source, remotely hosted, critical in situ systems, or commercially gated software. Therefore, we propose a new paradigm of no-box vulnerability analysis in w...

Ze-Hua Zhang, Jie Hu, Pratham Hegde et al. · 0 citations
#natural language process... Preprint Aug 2026

COGTRL: Training LLMs for Scientific Discovery Assistance using Cognitive Traces via Reinforcement Learning

COGTRL is proposed, a trajectory-level reinforcement learning framework that trains LLMs to emulate cognitively grounded reasoning by jointly optimizing cognitive traces and the scientific steps produced in an interleaved manner.

Shrinidhi Kumbhar, Santosh Mashetty, Divij Handa et al. · 1 citation

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