Author

P. Krishnamurthy

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#machine learning Preprint Sep 2026

SYNCR: Diagnosing and Learning Cross-Video Reasoning from Simulation

Reasoning across videos requires aligning events, matching identities, comparing motion, and integrating partial observations. Evaluating these capabilities and testing how to improve them requires both reliable labels and targeted supervision. We introduce SYNCR, a simulator-grounded framework that connects these two...

Sara Ghazanfari, Siddharth Garg, P. Krishnamurthy et al. · 0 citations

Preprint Aug 2026

How Do LLM Agents Actually Get the Flag? Trace-Level Provenance for Agentic Offensive Security Evaluation

CTF-ABACUS is introduced, a trace-based agent auditing framework that reconstructs each run as an evidence-grounded solve profile that provides a basis for designing benchmarks that better isolate the offensive capabilities of autonomous language-model agents.

Kimberly Milner, Ming-Hao Shao, Nanda Rani et al. · 2 citations