In low-resource siloed verification, local sample selection biases against tail modes and accelerates model collapse with power-law diversity decay; collaborative Wasserstein proxies mitigate it.
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The paper develops a comparative framework linking Delphic oracles to blockchain oracles and performs lexical analysis on historical queries to suggest reliability improvements for decentralized data sources.
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When Sample Selection Bias Precipitates Model Collapse
In low-resource siloed verification, local sample selection biases against tail modes and accelerates model collapse with power-law diversity decay; collaborative Wasserstein proxies mitigate it.