1 code implementation • 1 May 2023 • Kevin Zeng, Carlos E. Pérez De Jesús, Andrew J. Fox, Michael D. Graham
Analysis of gradient descent dynamics for this architecture in the linear case reveals the role of the internal linear layers in leading to faster decay of a "collective weight variable" incorporating all layers, and the role of weight decay in breaking degeneracies and thus driving convergence along directions in which no decay would occur in its absence.
no code implementations • 10 Dec 2020 • Tae-Sun Kim, Bart P. Wakker, Fahad Nasir, Robert F. Carswell, Blair D. Savage, James S. Bolton, Andrew J. Fox, Matteo Viel, Martin G. Haehnelt, Jane C. Charlton, Ben E. Rosenwasser
The individual dn/dz shows a large scatter at a given z.
Cosmology and Nongalactic Astrophysics
1 code implementation • 6 Jun 2017 • J. Christopher Howk, Christopher B. Wotta, Michelle A. Berg, Nicolas Lehner, Felix J. Lockman, Zachary Hafen, D. J. Pisano, Claude-Andre Faucher-Giguere, Bart P. Wakker, J. Xavier Prochaska, Spencer A. Wolfe, Joseph Ribaudo, Kathleen A. Barger, Lauren Corlies, Andrew J. Fox, Puragra Guhathakurta, Edward B. Jenkins, Jason Kalirai, John M. O'Meara, Molly S. Peeples, Kyle R. Stewart, Jay Strader
Our non-detections place a limit on the covering factor of such optically-thick gas around M31 to $f_c < 0. 051$ (at 90\% confidence) for $\rho \leq R_{\rm vir}$.
Astrophysics of Galaxies