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2026 1

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Efficient On-policy Visual-RL via Stochastic Decoupled Policy Gradient

cs.RO · 2026-05-26 · unverdicted · novelty 4.0

SDPG is a new on-policy visual RL algorithm that estimates gradients via stochastic perturbations of rollouts, achieving faster training and lower memory use than baselines on visual MuJoCo tasks while adding new robotics benchmarks and sim-to-real results.

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  • Efficient On-policy Visual-RL via Stochastic Decoupled Policy Gradient cs.RO · 2026-05-26 · unverdicted · none · ref 14

    SDPG is a new on-policy visual RL algorithm that estimates gradients via stochastic perturbations of rollouts, achieving faster training and lower memory use than baselines on visual MuJoCo tasks while adding new robotics benchmarks and sim-to-real results.