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temporal consistency

technology2 mentionslast seen Oct 12, 2026

Improving consistency in observed transitions for representation learning.

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temporal consistency

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rollout total correlationdepends ontemporal consistency

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preprintarXivSep 18, 2026Rollout Total Correlation for Deep Reinforcement Learning
Recent approaches aim to learn such representations by improving the temporal consistency in the observed transitions. However, they only consider individual transitions and can fail to achieve long-term consistency. Instead, we argue that capturing aspects of the state that correlate with other states and actions of the trajectory