Continual RL Workshop resources published
Continual RL Workshop - Resources
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Monte Carlo policy iteration convergence paper
Convergence of Monte Carlo Optimistic Policy Iteration: Beyond Uniform State-Action Updates
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“There are a few more recent work, but as far as I recall, they are still under restrictive assumptions. There is a new paper came last month, but I haven't read it yet. Convergence of Monte Carlo Optimistic Policy Iteration: Beyond Uniform State-Action Upda…”
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14d ago
jmlr.org
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“There is John Tsitsiklis's work from 2002, but that's for the initial state update model, which feels sample inefficient. Moreover, it assumes either synchronous updates (all states are updated at the same time) or asynchronous but random with uniform distr…”
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