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icml26-delayed-obs-rl-repro

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Add full-MDP factor sweep (real |S|<=49 MDP): sqrt-D_max/S/K + linear-H reproduce the theorem exponents; sqrt-A instance-dependent (0.37) but O(sqrt A) upper bound holds; honest, not tuned