Apple's REVERSAL-BENCH measures the reset-free RL cliff
REVERSAL-BENCH controls environmental reversibility via a continuous parameter ρ∈[0,1] and adds a reset oracle across eight manipulation settings in five physics engines. Reset-free agents get absorbed into irrecoverable states as ρ rises, while episodic agents keep learning.
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