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  1. Home
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  3. /MathFoundationRL/Book-Mathematical-Foundation-…
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repoGitHubTrust 82 · PrimaryPublished 1mo agoLive · 2d ago

MathFoundationRL/Book-Mathematical-Foundation-of-Reinforcement-Learning

This is the homepage of a new book entitled "Mathematical Foundations of Reinforcement Learning."

Lineage graph

Paper → model → repo connections mined from source citations (Tier-1 exact match).

Why these links exist

Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.

  • PossiblePossibly related (embedding) · 62%The Little Book of Reinforcement Learning →
  • PossiblePossibly related (embedding) · 56%[2607.07508] Single-Rollout Asynchronous Optimization for Agentic Reinforcement Learning →
  • PossiblePossibly related (embedding) · 55%Maxims for machines: operationalizing Kant’s universal law via inverse reinforcement learning - Springer Nature Link →
  • FuzzySimilar title/name (fuzzy) · 59%Q-based Variational Inverse Reinforcement Learning →

    “Fuzzy title match (0.73): “Q-based Variational Inverse Reinforcement Learning” ≈ “MathFoundationRL/Book-Mathematical-Foundation-of-Reinforceme””

  • FuzzySimilar title/name (fuzzy) · 63%Learning to Use Tools: Reinforcement Learning for Tool-Integrated Mathematical Reasoning →

    “Fuzzy title match (0.76): “Learning to Use Tools: Reinforcement Learning for Tool-Integ” ≈ “MathFoundationRL/Book-Mathematical-Foundation-of-Reinforceme””

  • FuzzySimilar title/name (fuzzy) · 59%The Rise of Verbal Reinforcement Learning →

    “Fuzzy title match (0.73): “The Rise of Verbal Reinforcement Learning” ≈ “MathFoundationRL/Book-Mathematical-Foundation-of-Reinforceme””

  • FuzzySimilar title/name (fuzzy) · 59%Searching for New Physics with Reinforcement Learning →

    “Fuzzy title match (0.73): “Searching for New Physics with Reinforcement Learning” ≈ “MathFoundationRL/Book-Mathematical-Foundation-of-Reinforceme””

  • PossiblePossibly related (embedding) · 62%Explaining reinforcement learning - PPC Land →

Covers

newsThe Little Book of Reinforcement Learningnews[2607.07508] Single-Rollout Asynchronous Optimization for Agentic Reinforcement LearningnewsMaxims for machines: operationalizing Kant’s universal law via inverse reinforcement learning - Springer Nature Link

Implements

paperQ-based Variational Inverse Reinforcement LearningpaperLearning to Use Tools: Reinforcement Learning for Tool-Integrated Mathematical ReasoningpaperThe Rise of Verbal Reinforcement LearningpaperSearching for New Physics with Reinforcement Learning

Covers (incoming)

newsExplaining reinforcement learning - PPC LandnewsThe HydroGym reinforcement learning platform for fluid dynamics - NaturenewsThe HydroGym reinforcement learning platform for fluid dynamics - nature.com

Related across the graph

paperQ-based Variational Inverse Reinforcement Learningnews[2607.07508] Single-Rollout Asynchronous Optimization for Agentic Reinforcement LearningpaperLearning to Use Tools: Reinforcement Learning for Tool-Integrated Mathematical ReasoningnewsMaxims for machines: operationalizing Kant’s universal law via inverse reinforcement learning - Springer Nature LinkpaperThe Rise of Verbal Reinforcement LearningnewsThe Little Book of Reinforcement LearningpaperSearching for New Physics with Reinforcement LearningnewsThe HydroGym reinforcement learning platform for fluid dynamics - NaturenewsExplaining reinforcement learning - PPC LandnewsThe HydroGym reinforcement learning platform for fluid dynamics - nature.com
Knowledge path·PQ-based Variational Inverse Reinforcement Learning→N[2607.07508] Single-Rollout Asynchronous Optimization for Agentic Reinforcement Learning→PLearning to Use Tools: Reinforcement Learning for Tool-Integrated Mathematical Reasoning→RMathFoundationRL/Book-Mathematical-Foundation-of-Reinforcement-Learning

Topics

artificial-intelligencebookcoursesreinforcement-learningtutorials

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Graph trust82Primary
Graph score17717