James P. Sethna

14 papers A* 1Journal 13
YearRankTypeTitle / 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