James P. Sethna

14 papers A* 1Journal 13

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	An Analytical Characterization of Sloppiness in Neural Networks: Insights from Linear Models. CoRR Jialin Mao, Itay Griniasty, Yan Sun, Mark K. Transtrum, James P. Sethna, Pratik Chaudhari
2024	J	`jnl`	Γ-VAE: Curvature regularized variational autoencoders for uncovering emergent low dimensional geometric structure in high dimensional data. CoRR Jason Z. Kim, Nicolas Perrin-Gilbert, Erkan Narmanli, Paul Klein, Christopher R. Myers, Itai Cohen, Joshua J. Waterfall, James P. Sethna
2023	A*	`conf`	A Picture of the Space of Typical Learnable Tasks. ICML Rahul Ramesh, Jialin Mao, Itay Griniasty, Rubing Yang, Han Kheng Teoh, Mark K. Transtrum, James P. Sethna, Pratik Chaudhari
2023	J	`jnl`	The Training Process of Many Deep Networks Explores the Same Low-Dimensional Manifold. CoRR Jialin Mao, Itay Griniasty, Han Kheng Teoh, Rahul Ramesh, Rubing Yang, Mark K. Transtrum, James P. Sethna, Pratik Chaudhari
2022	J	`jnl`	A picture of the space of typical learnable tasks. CoRR Rahul Ramesh, Jialin Mao, Itay Griniasty, Rubing Yang, Han Kheng Teoh, Mark K. Transtrum, James P. Sethna, Pratik Chaudhari
2018	J	`jnl`	Chebyshev approximation and the global geometry of sloppy models. CoRR Katherine N. Quinn, Heather Wilber, Alex Townsend, James P. Sethna
2017	J	`jnl`	Jeffrey's prior sampling of deep sigmoidal networks. CoRR Lorien X. Hayden, Alexander A. Alemi, Paul H. Ginsparg, James P. Sethna
2013	J	`jnl`	Collective Motion of Moshers at Heavy Metal Concerts CoRR Jesse L. Silverberg, Matthew Bierbaum, James P. Sethna, Itai Cohen
2012	J	`jnl`	Is Dislocation Flow Turbulent in Deformed Crystals? Comput. Sci. Eng. Woosong Choi, Yong Chen, Stefanos Papanikolaou, James P. Sethna
2012	J	`jnl`	Senescent Cells in Growing Tumors: Population Dynamics and Cancer Stem Cells. PLoS Comput. Biol. Caterina A. M. La Porta, Stefano Zapperi, James P. Sethna
2007	J	`jnl`	Python Unleashed on Systems Biology. Comput. Sci. Eng. Christopher R. Myers, Ryan N. Gutenkunst, James P. Sethna
2007	J	`jnl`	Python for Education: Computational Methods for Nonlinear Systems. Comput. Sci. Eng. Christopher R. Myers, James P. Sethna
2007	J	`jnl`	Universally Sloppy Parameter Sensitivities in Systems Biology Models. PLoS Comput. Biol. Ryan N. Gutenkunst, Joshua J. Waterfall, Fergal P. Casey, Kevin S. Brown, Christopher R. Myers, James P. Sethna
1999	J	`jnl`	Hysteresis, avalanches, and noise. Comput. Sci. Eng. Matthew C. Kuntz, Olga Perkovic, Karin A. Dahmen, Bruce W. Roberts, James P. Sethna