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

#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