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Regularized Emphatic Temporal-Difference Learning: Stability under Constant Stepsizes

Via ArXiv cs.AI
Friday, Sep 18, 2026 ยท 4:00AM
Summary

arXiv:2609.19170v1 Announce Type: new Abstract: Emphatic temporal-difference learning (ETD) stabilizes the expected off-policy TD update and changes its projection geometry, but neither property determines constant-stepsize sampled dynamics. We construct an ergodic two-state counterexample in which

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