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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Masud Moshtaghi

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#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 · 0 citations

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