Hierarchical Policies Reuse Skills as Graph Options
An option is a temporally extended skill with initiation conditions, an internal policy, and termination. Hierarchical control can reuse subgraphs while preserving when they are valid and how they stop.
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AI Agent Graph Engineering
Graph Engineering for AI Agents
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Contextual Bandits Learn Routing Under Guardrails
Credit Assignment Links Outcomes to Earlier Choices
In this situation—learning when a tutor should explain, ask, or give practice—which choice best applies “Agent Graphs as Policies Over States”?
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Graph-Structured Deliberation Reuses and Compares Partial Reasoning
In this situation—either retrieve a valid credential or ask a person, while always checking consent and expiry—which choice best applies “AND-OR Graphs Separate Required and Alternative Subgoals”?
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Related
Contextual Bandits Learn Routing Under Guardrails
Credit Assignment Links Outcomes to Earlier Choices
In this situation—learning when a tutor should explain, ask, or give practice—which choice best applies “Agent Graphs as Policies Over States”?
Constraint Graphs Narrow Feasible Assignments
Graph-Structured Deliberation Reuses and Compares Partial Reasoning
In this situation—either retrieve a valid credential or ask a person, while always checking consent and expiry—which choice best applies “AND-OR Graphs Separate Required and Alternative Subgoals”?
Planning Graphs Expose Preconditions and Effects