Letteratura scientifica selezionata sul tema "Infinite-width limit"
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Articoli di riviste sul tema "Infinite-width limit"
Pastur, L. "Eigenvalue distribution of large random matrices arising in deep neural networks: Orthogonal case". Journal of Mathematical Physics 63, n. 6 (1 giugno 2022): 063505. http://dx.doi.org/10.1063/5.0085204.
Testo completoPacelli, R., S. Ariosto, M. Pastore, F. Ginelli, M. Gherardi e P. Rotondo. "A statistical mechanics framework for Bayesian deep neural networks beyond the infinite-width limit". Nature Machine Intelligence 5, n. 12 (18 dicembre 2023): 1497–507. http://dx.doi.org/10.1038/s42256-023-00767-6.
Testo completoThorkildsen, Gunnar, e Helge B. Larsen. "X-ray diffraction in perfect t × l crystals. Rocking curves". Acta Crystallographica Section A Foundations of Crystallography 55, n. 5 (1 settembre 1999): 840–54. http://dx.doi.org/10.1107/s0108767399002986.
Testo completoKarr, D. G., J. C. Watson e M. HooFatt. "Three-Dimensional Analysis of Ice Sheet Indentation: Limit Analysis Solutions". Journal of Offshore Mechanics and Arctic Engineering 111, n. 1 (1 febbraio 1989): 63–69. http://dx.doi.org/10.1115/1.3257141.
Testo completoLanda, Haggai, Cecilia Cormick e Giovanna Morigi. "Static Kinks in Chains of Interacting Atoms". Condensed Matter 5, n. 2 (13 maggio 2020): 35. http://dx.doi.org/10.3390/condmat5020035.
Testo completoAKHMEDIEV, N., J. M. SOTO-CRESPO, M. GRAPINET e Ph GRELU. "DISSIPATIVE SOLITON PULSATIONS WITH PERIODS BEYOND THE LASER CAVITY ROUND TRIP TIME". Journal of Nonlinear Optical Physics & Materials 14, n. 02 (giugno 2005): 177–94. http://dx.doi.org/10.1142/s0218863505002645.
Testo completoZeng, Y., e S. Weinbaum. "Stokes flow through periodic orifices in a channel". Journal of Fluid Mechanics 263 (25 marzo 1994): 207–26. http://dx.doi.org/10.1017/s0022112094004088.
Testo completoDELEBECQUE, FANNY. "AN ASYMPTOTIC MODEL FOR THE TRANSPORT OF AN ELECTRON GAS IN A SLAB". Mathematical Models and Methods in Applied Sciences 21, n. 07 (luglio 2011): 1443–78. http://dx.doi.org/10.1142/s0218202511005453.
Testo completoVOJTA, MATTHIAS, YING ZHANG e SUBIR SACHDEV. "RENORMALIZATION GROUP ANALYSIS OF QUANTUM CRITICAL POINTS IN d-WAVE SUPERCONDUCTORS". International Journal of Modern Physics B 14, n. 29n31 (20 dicembre 2000): 3719–34. http://dx.doi.org/10.1142/s0217979200004271.
Testo completoJagannathan, Arjun, Kraig Winters e Laurence Armi. "Stratified Flows over and around Long Dynamically Tall Mountain Ridges". Journal of the Atmospheric Sciences 76, n. 5 (1 maggio 2019): 1265–87. http://dx.doi.org/10.1175/jas-d-18-0145.1.
Testo completoTesi sul tema "Infinite-width limit"
Hajjar, Karl. "A dynamical analysis of infinitely wide neural networks". Electronic Thesis or Diss., université Paris-Saclay, 2024. http://www.theses.fr/2024UPASM001.
Testo completoNeural networks have had tremendous success in many practical tasks over the last decade, yet the theoretical reasons behind their performance are poorly understood and we lack a proper mathematical theory to rigorously study the properties of those objects. Infinite-width limits of neural networks have recently emerged as a way to shed light on some of the aspects of the problem. In this thesis, we study the infinite-width limit of networks of different depths under a particular scaling often referred to as the ''mean-field'' scaling in the literature. Part of the reason why neural networks are difficult to analyze from a theoretical standpoint is because they are highly non-linear and involve a huge amount of parameters, or weights, (up to hundreds of billions in practice) which interact as they are updated during gradient descent. We investigate the optimization trajectories of the infinite-width limit of neural networks during training in order to exhibit properties of those models in simple settings such as fully-connected networks with one or more hidden layers. This thesis focuses on different aspects of the optimization dynamics of networks in the infinite-width limit: from methods to enable training those models at arbitrary depths to the symmetry properties that can emerge in that limit as well as novel optimization algorithms which adapt the number of neurons in an on-line fashion during training
Atti di convegni sul tema "Infinite-width limit"
Osinski, Marek, Mohammad Mojahedie e Michael W. Prairie. "Density of states in finite-barrier quantum wells". In OSA Annual Meeting. Washington, D.C.: Optica Publishing Group, 1992. http://dx.doi.org/10.1364/oam.1992.mz4.
Testo completoGordon, J. L., e D. P. Jones. "Application of a Sixth Order Generalized Stress Function for Determining Limit Loads for Plates with Triangular Penetration Patterns". In ASME 2002 Pressure Vessels and Piping Conference. ASMEDC, 2002. http://dx.doi.org/10.1115/pvp2002-1298.
Testo completoMukoyama, Hiroshi, Shigeyuki Shimachi e Yoshihide Hakozaki. "Contact Pressure Estimates of Tooth Surfaces of Gear Couplings". In ASME 2000 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2000. http://dx.doi.org/10.1115/detc2000/ptg-14452.
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