The Grand AI Handbook

RL for Sequential and Structured Tasks

A connection of RL to NLP, vision, and graphs for tackling structured decision-making.

Chapter 47: RL for Sequential Decision-Making (POMDPs, belief states, recurrent RL) Chapter 48: RL in Natural Language Processing (Text generation, dialogue systems, RL for LLMs) Chapter 49: RL in Computer Vision (Vision-based navigation, active perception, visual RL) Chapter 50: Graph-Based RL (Graph MDPs, GNNs for RL, relational RL)