Author

Pratyay Banerjee

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Preprint Aug 2026

Routed Graph Handoff: Adaptive Format Selection for Multi-Agent LLM Delegation

Multi-agent LLM systems coordinate through natural-language messages that consume 40--60\% of their token budget. Replacing these with structured graphs reduces cost but fails on tasks requiring adaptive reasoning. We propose \textbf{Routed Graph Handoff}, where a lightweight LLM router (155 tokens, 0.15\% overhead) se...

Pratyay Banerjee, Ankit Chadha · 1 citation

#artificial intelligence Mar 2026

APEX-EM: Non-Parametric Online Learning for Autonomous Agents via Structured Procedural-Episodic Experience Replay

A non-parametric experience memory that stores complete procedural-episodic traces in a typed Procedural Knowledge Graph and retrieves them through three channels: semantic search, structural-signature matching over abstract operation sequences, and graph traversal, which argues for modular memory composed per domain.

Pratyay Banerjee, Masud Moshtaghi, Ankit Chadha · arXiv.org · 0 citations