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cs.AI2026
ATC: Agent Trajectory Control for Role-Contract Enforcement in Black-Box Multi-Agent Systems
Maisha Maliha, Vishal Pramanik, Sumit Kumar Jha
Multi-agent LLM systems assign different responsibilities to different agents: one plans, another retrieves evidence, another verifies, another executes. This division of labor is…
cs.AI2026
Drift No More: Spectral Locking for Long-Horizon Open-Weight Multi-Agent AI
Vishal Pramanik, Maisha Maliha, Susmit Jha +1
Long-horizon multi-agent systems suffer from three tightly coupled failures: task drift, role drift, and state staleness. We test the hypothesis that these share a common represent…
cs.AI2025
MAGIC-MASK: Multi-Agent Guided Inter-Agent Collaboration with Mask-Based Explainability for Reinforcement Learning
Maisha Maliha, Dean Hougen
Understanding the decision-making process of Deep Reinforcement Learning agents remains a key challenge for deploying these systems in safety-critical and multi-agent environments.…