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There exists a constantC2 > 0, only depending on constantsC1 andp, such that D0 ≤C 2 Rθ−p/2 ϵ 2 p−1

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Reinforcement Learning Using known Invariances

cs.LG · 2025-11-05 · unverdicted · novelty 5.0

Develops symmetry-aware LSVI with invariant kernels for RL, derives bounds on information gain and covering numbers for invariant RKHSs, and shows empirical gains on Frozen Lake and 2D placement tasks.

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  • Reinforcement Learning Using known Invariances cs.LG · 2025-11-05 · unverdicted · none · ref 2

    Develops symmetry-aware LSVI with invariant kernels for RL, derives bounds on information gain and covering numbers for invariant RKHSs, and shows empirical gains on Frozen Lake and 2D placement tasks.