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Learning Theory

Title Year Author Link Memo
Generalization on the Unseen, Logic Reasoning and Degree Curriculum 2023 Emmanuel Abbe et al. pdf learning of logical functions with focus on the generalization on the unseen


Title Year Author Link Memo
Shortcut Learning in Deep Neural Networks 2021 Robert Geirhos et al. pdf shortcut learning problems: where shortcuts are decision rules that perform well on test set but fail on out-of-distribution datasets

Empirical Analysis

Title Year Author Link Memo
UNDERSTANDING DEEP LEARNING REQUIRES RETHINKING GENERALIZATION 2017 ICLR best paper Chiyuan Zhang et al pdf DNN can fit to random label
Reconciling modern machine learning practice and the bias-variance trade-of 2019 Mikhail Belkina et al pdf double descent