Authors

Subash Neupane

Publications 2

Preprint Open access

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

Shaswata Mitra, Raj Patel, Subash Neupane et al. · 2026

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 …

Preprint Open access

Can LLMs Reason Over Long Horizons? An Empirical Evaluation of Context Strategies for Longitudinal Clinical Reasoning

Taye Akinrele, Noorbakhsh Amiri Golilarz, Subash Neupane et al. · 2026

Longitudinal clinical reasoning requires large language models (LLMs) to identify and integrate relevant evidence distributed across extended patient histories. Although long-context models can process increasingly large amounts of information, providing more history does not necessarily make relevant evidence more acc …

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