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AI IntelligenceAug 18, 2026AI Intelligence
Article

Position: Want Better ML Reviews?

Stop Asking Nicely and Start Incentivizing with a Credit System: With soaring submission counts, stricter reciprocal review policies, widespread adoption of platforms like OpenReview, and without the offsetting pressure of publication fees, the machine learning (ML) community has one of the largest scholarly presences among all scientific fields. And yet, \textbf{almost \textit{everyone} has \textit{many} unpleasant th...

Frontier EditorialSource: arXiv
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Source Brief

Position: Want Better ML Reviews? Stop Asking Nicely and Start Incentivizing with a Credit System: With soaring submission counts, stricter reciprocal review policies, widespread adoption of platforms like OpenReview, and without the offsetting pressure of publication fees, the machine learning (ML) community has one of the largest scholarly presences among all scientific fields. And yet, \textbf{almost \textit{everyone} has \textit{many} unpleasant th...