ServiceNow AI Research

Nathaniel D'Amours

Publications

Generalization Bounds via Meta-Learned Model Representations: PAC-Bayes and Sample Compression Hypernetworks. Benjamin Leblanc, Mathieu Bazinet, Nathaniel D'Amours, Alexandre Drouin, Pascal Germain. At International Conference on Machine Learning (ICML),  2025.

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Sample Compression Hypernetworks: From Generalization Bounds to Meta-Learning. Benjamin Leblanc, Mathieu Bazinet, Nathaniel D'Amours, Pascal Germain, Alexandre Drouin. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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