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2020 – today
- 2024
[i10]Andrey Gromov, Kushal Tirumala, Hassan Shapourian, Paolo Glorioso, Daniel A. Roberts:
The Unreasonable Ineffectiveness of the Deeper Layers. CoRR abs/2403.17887 (2024)- [i9]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 abs/2404.01413 (2024) - 2023
- [i8]Hannah Day, Yonatan Kahn, Daniel A. Roberts:
Feature Learning and Generalization in Deep Networks with Orthogonal Weights. CoRR abs/2310.07765 (2023) - 2022
- [i7]Alexander Maloney, Daniel A. Roberts, James Sully:
A Solvable Model of Neural Scaling Laws. CoRR abs/2210.16859 (2022) - 2021
- [i6]Joshua Batson, C. Grace Haaf, Yonatan Kahn, Daniel A. Roberts:
Topological Obstructions to Autoencoding. CoRR abs/2102.08380 (2021) - [i5]Daniel A. Roberts:
Why is AI hard and Physics simple? CoRR abs/2104.00008 (2021) - [i4]Daniel A. Roberts:
SGD Implicitly Regularizes Generalization Error. CoRR abs/2104.04874 (2021) - [i3]Daniel A. Roberts, Sho Yaida, Boris Hanin:
The Principles of Deep Learning Theory. CoRR abs/2106.10165 (2021)
2010 – 2019
- 2019
- [i2]Judy Hoffman, Daniel A. Roberts, Sho Yaida:
Robust Learning with Jacobian Regularization. CoRR abs/1908.02729 (2019) - 2018
- [i1]Guy Gur-Ari, Daniel A. Roberts, Ethan Dyer:
Gradient Descent Happens in a Tiny Subspace. CoRR abs/1812.04754 (2018) - 2014
- [c3]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 - 2013
- [c2]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 - 2012
- [c1]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
Coauthor Index
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