most citedMany Perception Tasks are Highly Redundant Functions of their Input Data

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cs.LG2025

Prospective Learning in Retrospect

Yuxin Bai, Cecelia Shuai, Ashwin De Silva +3

In most real-world applications of artificial intelligence, the distributions of the data and the goals of the learners tend to change over time. The Probably Approximately Correct…

cs.LG2025

The Dynamics of Generalization in Deep Learning

Rubing Yang, Pratik Chaudhari

We derive a differential equation that governs the evolution of the generalization gap when a model is trained by gradient descent-based methods. This differential equation is driv…