James P. Sethna

Publication Activity (10 Years)

Years Active: 1999-2024
Publications (10 Years): 6

Top Topics

Hypothesis Space

Geometric Structure

Training Process

Low Dimensional

Top Venues

Publications

Jason Z. Kim, Nicolas Perrin-Gilbert, Erkan Narmanli, Paul Klein, Christopher R. Myers, Itai Cohen, Joshua J. Waterfall, James P. Sethna
Γ-VAE: Curvature regularized variational autoencoders for uncovering emergent low dimensional geometric structure in high dimensional data. CoRR (2024)
Rahul Ramesh, Jialin Mao, Itay Griniasty, Rubing Yang, Han Kheng Teoh, Mark K. Transtrum, James P. Sethna, Pratik Chaudhari
A Picture of the Space of Typical Learnable Tasks. ICML (2023)
Jialin Mao, Itay Griniasty, Han Kheng Teoh, Rahul Ramesh, Rubing Yang, Mark K. Transtrum, James P. Sethna, Pratik Chaudhari
The Training Process of Many Deep Networks Explores the Same Low-Dimensional Manifold. CoRR (2023)
Rahul Ramesh, Jialin Mao, Itay Griniasty, Rubing Yang, Han Kheng Teoh, Mark K. Transtrum, James P. Sethna, Pratik Chaudhari
A picture of the space of typical learnable tasks. CoRR (2022)
Katherine N. Quinn, Heather Wilber, Alex Townsend, James P. Sethna
Chebyshev approximation and the global geometry of sloppy models. CoRR (2018)
Lorien X. Hayden, Alexander A. Alemi, Paul H. Ginsparg, James P. Sethna
Jeffrey's prior sampling of deep sigmoidal networks. CoRR (2017)
Jesse L. Silverberg, Matthew Bierbaum, James P. Sethna, Itai Cohen
Collective Motion of Moshers at Heavy Metal Concerts CoRR (2013)
Woosong Choi, Yong Chen, Stefanos Papanikolaou, James P. Sethna
Is Dislocation Flow Turbulent in Deformed Crystals? Comput. Sci. Eng. 14 (1) (2012)
Caterina A. M. La Porta, Stefano Zapperi, James P. Sethna
Senescent Cells in Growing Tumors: Population Dynamics and Cancer Stem Cells. PLoS Comput. Biol. 8 (1) (2012)
Ryan N. Gutenkunst, Joshua J. Waterfall, Fergal P. Casey, Kevin S. Brown, Christopher R. Myers, James P. Sethna
Universally Sloppy Parameter Sensitivities in Systems Biology Models. PLoS Comput. Biol. 3 (10) (2007)
Christopher R. Myers, James P. Sethna
Python for Education: Computational Methods for Nonlinear Systems. Comput. Sci. Eng. 9 (3) (2007)
Christopher R. Myers, Ryan N. Gutenkunst, James P. Sethna
Python Unleashed on Systems Biology. Comput. Sci. Eng. 9 (3) (2007)
Matthew C. Kuntz, Olga Perkovic, Karin A. Dahmen, Bruce W. Roberts, James P. Sethna
Hysteresis, avalanches, and noise. Comput. Sci. Eng. 1 (4) (1999)