Daniel A. Roberts

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 10

Top Topics

Generalization Error

Training And Test Sets

Learning Theories

Subspace Information Criterion

Top Venues

Publications

Matthias Gerstgrasser, Rylan Schaeffer, Apratim Dey, Rafael Rafailov, Henry Sleight, John Hughes, Tomasz Korbak, Rajashree Agrawal, Dhruv Pai, Andrey Gromov, Daniel A. Roberts, Diyi Yang, David L. Donoho, Sanmi Koyejo
Is Model Collapse Inevitable? Breaking the Curse of Recursion by Accumulating Real and Synthetic Data. CoRR (2024)
Andrey Gromov, Kushal Tirumala, Hassan Shapourian, Paolo Glorioso, Daniel A. Roberts
The Unreasonable Ineffectiveness of the Deeper Layers. CoRR (2024)
Hannah Day, Yonatan Kahn, Daniel A. Roberts
Feature Learning and Generalization in Deep Networks with Orthogonal Weights. CoRR (2023)
Alexander Maloney, Daniel A. Roberts, James Sully
A Solvable Model of Neural Scaling Laws. CoRR (2022)
Daniel A. Roberts, Sho Yaida, Boris Hanin
The Principles of Deep Learning Theory. CoRR (2021)
Daniel A. Roberts
Why is AI hard and Physics simple? CoRR (2021)
Joshua Batson, C. Grace Haaf, Yonatan Kahn, Daniel A. Roberts
Topological Obstructions to Autoencoding. CoRR (2021)
Daniel A. Roberts
SGD Implicitly Regularizes Generalization Error. CoRR (2021)
Judy Hoffman, Daniel A. Roberts, Sho Yaida
Robust Learning with Jacobian Regularization. CoRR (2019)
Guy Gur-Ari, Daniel A. Roberts, Ethan Dyer
Gradient Descent Happens in a Tiny Subspace. CoRR (2018)
John R. Frank, Max Kleiman-Weiner, Daniel A. Roberts, Ellen M. Voorhees, Ian Soboroff
Evaluating Stream Filtering for Entity Profile Updates in TREC 2012, 2013, and 2014. TREC (2014)
John R. Frank, Steven J. Bauer, Max Kleiman-Weiner, Daniel A. Roberts, Nilesh Tripuraneni, Ce Zhang, Christopher Ré, Ellen M. Voorhees, Ian Soboroff
Evaluating Stream Filtering for Entity Profile Updates for TREC 2013. TREC (2013)
John R. Frank, Max Kleiman-Weiner, Daniel A. Roberts, Feng Niu, Ce Zhang, Christopher Ré, Ian Soboroff
Building an Entity-Centric Stream Filtering Test Collection for TREC 2012. TREC (2012)