conftrace_

generalization risk

4 papers

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Co-occurring keywords

empirical risk minimisation (6) active testing (6) pretrained representation (9) large deviation bound (2) information-theoretic stability (1) error bound (88) concentration bound (28) annotation cost (37) scaling law (120) random matrix theory (63)

Papers

On the bias of K-fold cross validation with stable learners AISTATS 2023
Actively Testing Your Model While It Learns: Realizing Label-Efficient Learning in Practice NIPS 2023
More Than a Toy: Random Matrix Models Predict How Real-World Neural Representations Generalize ICML 2022
An Information-Theoretic Route from Generalization in Expectation to Generalization in Probability AISTATS 2017