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A solution to co-occurrence bias in pedestrian attribute recognition: Theory, algorithms, and improvements

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Is Spurious Correlation Removal Always Learnable?

cs.LG · 2026-06-11 · unverdicted · novelty 7.0

Conditional computational barrier exists for learning k=1 invariant subspaces in samplable multi-environment instances under sparse recovery hardness; minimax risk is Theta(k(d-k)/(n|E|)) with phase transition at n* ~ k(d-k)/(|E| gamma^2).

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  • Is Spurious Correlation Removal Always Learnable? cs.LG · 2026-06-11 · unverdicted · none · ref 43

    Conditional computational barrier exists for learning k=1 invariant subspaces in samplable multi-environment instances under sparse recovery hardness; minimax risk is Theta(k(d-k)/(n|E|)) with phase transition at n* ~ k(d-k)/(|E| gamma^2).