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experiments.md

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Here is a list of existing Parity tests we have.

Canonically, the Agent 1 agent type is constant in each experiment while Agent 2 changes.

yaml Agent1 Agent2 Environment Outcome
ipd/naive Naive Any Finite Agent2: TitForTat -> ALL-C; [Naive, Defect, Altruistic] -> ALL-D
ipd/PPO PPO Any Finite Agent2: TitForTat -> ALL-C; [PPO, Defect, Altruistic] -> ALL-D
ipd/PPO_memory PPO_memory Any Finite Agent2: TitForTat -> ALL-C; [PPO_memory, Defect, Altruistic] -> ALL-D
ipd/mfos_fixed PPO Fixed Infinite Agent2: TitForTat -> ALL-C; [Defect, Altruistic] -> ALL-D
ipd/mfos_nl PPO Naive Infinite Agent2: Naive -> ZD-Extortion (Player 1 has a payoff greater than CC)
ipd/marl2_fixed PPO_memory Fixed Meta Agent2: TitForTat -> ALL-C; [Defect, Altruistic] -> ALL-D
ipd/marl2_nl PPO_memory Naive Meta Agent2: Naive -> Mixture of Cooperation and Defection
ipd/earl_fixed PPO_memory Fixed Meta Agent2: TitForTat -> ALL-C; [Defect, Altruistic] -> ALL-D
ipd/earl_nl_cma PPO_memory Naive Meta Agent2: Naive -> ZD-Extortion
ipd/earl_nl_open PPO_memory Naive Meta Agent2: Naive -> ZD-Extortion
ipd/earl_nl_pgpe PPO_memory Naive Meta Agent2: Naive -> TBD