Skip to content

Author

Danica J. Sutherland

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#small language model Preprint Sep 2026

Memorize, Adapt, Ignore: Diagnosing Robot Learning Mechanisms under Training Data Variation

This work examines both model behavior and internal representations, using the empirical neural tangent kernel (NTK) as the primary diagnostic tool, and develops practical guidance for designing DR schemes, selecting models, and detecting shortcut learning.

Ke Zhang, D. Sutherland, Chao Liu · 0 citations
#artificial intelligence Preprint Sep 2026

Understanding Generalization Requires Universal Induction

Solomonoff induction is relativized to an information vantage point, biasing toward short programs with access to all preexisting information, which reframes the inductive bias: instead of seeking some absolute notion of simplicity, it favor accessibility with respect to the authors' vantage point.

Aram Ebtekar, Marcus Hutter, D. Sutherland · 2 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.