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2 Pith papers citing it

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cs.AI 1 cs.LG 1

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2026 1 2023 1

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Structural Equivalence and Learning Dynamics in Delayed MARL

cs.LG · 2026-05-05 · accept · novelty 8.0

Observation and action delays are formally equivalent in cooperative Dec-POMDPs, yielding identical optimal solutions and enabling zero-shot transfer, though learning dynamics differ due to credit assignment and operational constraints.

Learning Interactive Real-World Simulators

cs.AI · 2023-10-09 · conditional · novelty 7.0

UniSim learns a universal real-world simulator from orchestrated diverse datasets, enabling zero-shot deployment of policies trained purely in simulation.

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  • Learning Interactive Real-World Simulators cs.AI · 2023-10-09 · conditional · none · ref 125

    UniSim learns a universal real-world simulator from orchestrated diverse datasets, enabling zero-shot deployment of policies trained purely in simulation.