Search Results for author: Yilun Kuang

Found 3 papers, 1 papers with code

Non-Vacuous Generalization Bounds for Large Language Models

no code implementations28 Dec 2023 Sanae Lotfi, Marc Finzi, Yilun Kuang, Tim G. J. Rudner, Micah Goldblum, Andrew Gordon Wilson

Modern language models can contain billions of parameters, raising the question of whether they can generalize beyond the training data or simply regurgitate their training corpora.

Generalization Bounds valid

Learning Efficient Coding of Natural Images with Maximum Manifold Capacity Representations

1 code implementation NeurIPS 2023 Thomas Yerxa, Yilun Kuang, Eero Simoncelli, SueYeon Chung

The resulting method is closely related to and inspired by advances in the field of self supervised learning (SSL), and we demonstrate that MMCRs are competitive with state of the art results on standard SSL benchmarks.

Contrastive Learning Object Recognition +1

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