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Home/Authors/Jianwei Lou

Jianwei Lou

1 indexed paper

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26

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ML×1Neural Computing×1

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2026
Gradient-Free Warm-Start Library Recovery: an Amortized-Regret Separation

This paper provides a provable account of the value of gradient-free, local, online, and append-only continual learning on recurring-regime streams, showing an advantage over memoryless re-estimators.

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Papers

cs.LGcs.NETheoreticalRecentJun 19, 2026

Gradient-Free Warm-Start Library Recovery: an Amortized-Regret Separation

Jianwei Lou

This paper provides a provable account of the value of gradient-free, local, online, and append-only continual learning on recurring-regime streams, showing an advantage over memoryless re-estimators.

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