Daniel A. Roberts

15 papers A* 1Journal 11Unranked 3

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Feature learning and generalization in deep networks with orthogonal weights. Mach. Learn. Sci. Technol. Hannah Day, Yonatan Kahn, Daniel A. Roberts
2025	A*	`conf`	The Unreasonable Ineffectiveness of the Deeper Layers. ICLR Andrey Gromov, Kushal Tirumala, Hassan Shapourian, Paolo Glorioso, Daniel A. Roberts
2024	J	`jnl`	Is Model Collapse Inevitable? Breaking the Curse of Recursion by Accumulating Real and Synthetic Data. CoRR 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
2024	J	`jnl`	The Unreasonable Ineffectiveness of the Deeper Layers. CoRR Andrey Gromov, Kushal Tirumala, Hassan Shapourian, Paolo Glorioso, Daniel A. Roberts
2023	J	`jnl`	Feature Learning and Generalization in Deep Networks with Orthogonal Weights. CoRR Hannah Day, Yonatan Kahn, Daniel A. Roberts
2022	J	`jnl`	A Solvable Model of Neural Scaling Laws. CoRR Alexander Maloney, Daniel A. Roberts, James Sully
2021	J	`jnl`	SGD Implicitly Regularizes Generalization Error. CoRR Daniel A. Roberts
2021	J	`jnl`	The Principles of Deep Learning Theory. CoRR Daniel A. Roberts, Sho Yaida, Boris Hanin
2021	J	`jnl`	Topological Obstructions to Autoencoding. CoRR Joshua Batson, C. Grace Haaf, Yonatan Kahn, Daniel A. Roberts
2021	J	`jnl`	Why is AI hard and Physics simple? CoRR Daniel A. Roberts
2019	J	`jnl`	Robust Learning with Jacobian Regularization. CoRR Judy Hoffman, Daniel A. Roberts, Sho Yaida
2018	J	`jnl`	Gradient Descent Happens in a Tiny Subspace. CoRR Guy Gur-Ari, Daniel A. Roberts, Ethan Dyer
2014	—	`conf`	Evaluating Stream Filtering for Entity Profile Updates in TREC 2012, 2013, and 2014. TREC John R. Frank, Max Kleiman-Weiner, Daniel A. Roberts, Ellen M. Voorhees, Ian Soboroff
2013	—	`conf`	Evaluating Stream Filtering for Entity Profile Updates for TREC 2013. TREC John R. Frank, Steven J. Bauer, Max Kleiman-Weiner, Daniel A. Roberts, Nilesh Tripuraneni, Ce Zhang, Christopher Ré, Ellen M. Voorhees, Ian Soboroff
2012	—	`conf`	Building an Entity-Centric Stream Filtering Test Collection for TREC 2012. TREC John R. Frank, Max Kleiman-Weiner, Daniel A. Roberts, Feng Niu, Ce Zhang, Christopher Ré, Ian Soboroff