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When Does Model Collapse Occur in Structured Interactive Learning?

cs.LG · 2026-05-19 · unverdicted · novelty 7.0

Model collapse occurs in structured interactive learning if and only if the directed interaction graph satisfies a specific topological condition, with finite-sample guarantees for linear regression and asymptotic results for M-estimators.

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  • When Does Model Collapse Occur in Structured Interactive Learning? cs.LG · 2026-05-19 · unverdicted · none · ref 20

    Model collapse occurs in structured interactive learning if and only if the directed interaction graph satisfies a specific topological condition, with finite-sample guarantees for linear regression and asymptotic results for M-estimators.