RESEARCH_LOG

Research & Publications

Academic research exploring multi-agent systems, reinforcement learning, and AI retrieval optimization.

Publication

MARL-MAPS: Dynamic Multi-Agent Reinforcement Learning for Optimized RAG

Kumar Priyam

National Institute of Technology Delhi · 2025

Traditional Retrieval-Augmented Generation (RAG) pipelines suffer from a "Context Tax" — bloating LLM inputs with noisy, irrelevant documents that spike latency and increase hallucination risks. Seque...

Multi-Agent RLRAG OptimizationDec-POMDPLLM SystemsInformation Retrieval

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This research index is actively maintained. Additional publications and technical reports will be added as they are completed.