Author

Raj Patel

The University of Alabama

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#artificial intelligence Preprint Oct 2026

Where Rules End and Judges Begin: Measuring the Judgment Boundary in Multi-Agent Systems Security

LLM-based multi-agent systems (MAS) engage tools, share memory, and delegate tasks, often encountering adversarial content. Current defenses for MAS are typically evaluated in isolation, focusing on one attack type at a time, which can lead to costly and hard-to-audit outcomes. This study organizes defenses into five p...

Shaswata Mitra, Raj Patel, Subash Neupane et al. · 0 citations

#machine learning Preprint Sep 2026

Staying on the Attractor: Supervising Neural Surrogates of 3D Turbulence Where They Leave It

This work proposes off-attractor supervision (OAS) to supervise neural surrogates where they leave the attractor and integrates physical models into neural simulation by extending supervision from fixed reference trajectories to states where the surrogate is likely to fail.

Yi-Long Dai, Shaswata Mitra, Raj Patel et al. · 0 citations

#artificial intelligence Preprint May 2026

The Value of Spike Timing: A Leakage-Resistant Benchmark of SNN Design Choices for Network Intrusion Detection

Overall, the results show that SNN design choice, evaluation protocol, spike-timing representation, and computational activity should be examined separately when applying SNNs to static network-flow data.

Raj Patel, David Amebley, Taye Akinrele et al. · 0 citations