Agent
Environment
Policy
State
Action Space
Discount Factor (Gamma)
Horizon
Markov Decision Process (MDP)
Bellman Optimality Equation
Credit Assignment
Sparse Reward
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S
Reward and Return: discounted return and why future rewards are discounted by γ — OpenAI Spinning Up Art… 3 terms
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H
The Reinforcement Learning Framework: the agent-environment loop — Hugging Face Deep RL Course Docs 3 terms
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Markov Decision Processes: finite-horizon and infinite-horizon value functions — MIT 6.390 notes Art… 2 terms
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A
A Survey of Temporal Credit Assignment in Deep Reinforcement Learning (Pignatelli et al., 2023) Pap… 1 term
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E
Bellman equation — Wikipedia (principle of optimality and the Bellman optimality equation) Ref… 1 term
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L
Bellman Optimality Equations for V* and Q* — Lil'Log, A (Long) Peek into Reinforcement Learning Art… 1 term
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S
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L
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S
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D
Specification gaming: the flip side of AI ingenuity — Google DeepMind (reward misspecification) Art… 1 term
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S
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