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@gp_pulipaka: Stochastic Optimizer. #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #PyTorch #Python #RStats #Tensor…

X AI KOLs Timeline ↗ · 2026-07-28 Cached

This article discusses a research paper showing that the disagreement rate between two deep networks trained with different random seeds can accurately estimate generalization error using only unlabeled data, revealing a surprising connection called Generalization Disagreement Equality.

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#disagreement

the more i use multiple models, the more i think "AI consensus" is a trap — the disagreement is the only part worth paying attention to

Reddit r/artificial ↗ · 2026-06-06

A reflection arguing that in multi-model setups, the consensus output is less valuable than the disagreements, which reveal genuinely contested parts of a problem. The post questions whether consensus should be the goal and how to distinguish productive disagreement from noise.

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