KITP Program: The Rough High-Dimensional Landscape Problem http://www.kitp.ucsb.edu/online/scape19/ KITP Program: The Rough High-Dimensional Landscape Problem KITP Program: The Rough High-Dimensional Landscape Problem en-us © 2013 by the individual authors doug@kitp.ucsb.edu webmaster@kitp.ucsb.edu Sat, 02 Mar 2019 16:37:21 -0800 Sat, 02 Mar 2019 16:37:21 -0800 Education http://blogs.law.harvard.edu/tech/rss 240 Generalisation dynamics of online learning in over-parameterised neural networks http://online.kitp.ucsb.edu/online/scape19/goldt/ Sebastian Goldt, IPhT CEA Saclay & KITP (Sebastian Goldt, IPhT CEA Saclay & KITP) Sebastian Goldt, IPhT CEA Saclay & KITP http://online.kitp.ucsb.edu/online/scape19/goldt/ Thu, 28 Feb 2019 10:00:00 -0800 1:04:12 Learning of discrete graphical models http://online.kitp.ucsb.edu/online/scape19/lokhov/ Andrey Lokhov, Los Alamos National Laboratory & KITP (Andrey Lokhov, Los Alamos National Laboratory & KITP) Andrey Lokhov, Los Alamos National Laboratory & KITP http://online.kitp.ucsb.edu/online/scape19/lokhov/ Wed, 27 Feb 2019 13:30:00 -0800 56:04 Energy landscapes of mean field spin glass models. http://online.kitp.ucsb.edu/online/scape19/auffinger/ Antonio Auffinger, Northwestern University & KITP (Antonio Auffinger, Northwestern University & KITP) Antonio Auffinger, Northwestern University & KITP http://online.kitp.ucsb.edu/online/scape19/auffinger/ Thu, 21 Feb 2019 10:00:00 -0800 1:20:28 Computing the complexity: Kac-Rice and replicas, a comparison http://online.kitp.ucsb.edu/online/scape19/ros/ Valentina Ros, ENS Paris & KITP (Valentina Ros, ENS Paris & KITP) Valentina Ros, ENS Paris & KITP http://online.kitp.ucsb.edu/online/scape19/ros/ Wed, 20 Feb 2019 13:30:00 -0800 1:28:13 Dynamics in random landscapes: from spin glasses to inference http://online.kitp.ucsb.edu/online/scape19/jagannath/ Aukosh Jagannath, Harvard (Aukosh Jagannath, Harvard) Aukosh Jagannath, Harvard http://online.kitp.ucsb.edu/online/scape19/jagannath/ Wed, 13 Feb 2019 13:00:00 -0800 54:39 A few experiences with Machine Learning http://online.kitp.ucsb.edu/online/scape19/pfister/ Henry D. Pfister, Duke University & KITP (Henry D. Pfister, Duke University & KITP) Henry D. Pfister, Duke University & KITP http://online.kitp.ucsb.edu/online/scape19/pfister/ Fri, 08 Feb 2019 13:30:00 -0800 58:57 The origin of the jamming critical exponents http://online.kitp.ucsb.edu/online/scape19/ohern/ Corey O'Hern, Yale (Corey O'Hern, Yale) Corey O'Hern, Yale http://online.kitp.ucsb.edu/online/scape19/ohern/ Thu, 07 Feb 2019 10:00:00 -0800 1:19:38 Energy Landscapes and Algorithms in Neural Networks http://online.kitp.ucsb.edu/online/scape19/lucibello/ Carlo Lucibello, Bocconi University & KITP (Carlo Lucibello, Bocconi University & KITP) Carlo Lucibello, Bocconi University & KITP http://online.kitp.ucsb.edu/online/scape19/lucibello/ Tue, 05 Feb 2019 10:00:00 -0800 1:05:10 Mean-field limit for certain deep neural networks http://online.kitp.ucsb.edu/online/scape19/oliveira/ Roberto Imbuzeiro M. F. de Oliveira, IMPA, Brazil & KITP (Roberto Imbuzeiro M. F. de Oliveira, IMPA, Brazil & KITP) Roberto Imbuzeiro M. F. de Oliveira, IMPA, Brazil & KITP http://online.kitp.ucsb.edu/online/scape19/oliveira/ Fri, 01 Feb 2019 13:30:00 -0800 1:05:53 Activated Dynamics in High-Dimensional Rugged Landscapes http://online.kitp.ucsb.edu/online/scape19/baityjesi_cammarota/ Marco Baity-Jesi (Columbia Univ. & KITP), Chiara Cammarota (King's College London & KITP) (Marco Baity-Jesi (Columbia Univ. & KITP), Chiara Cammarota (King's College London & KITP)) Marco Baity-Jesi (Columbia Univ. & KITP), Chiara Cammarota (King's College London & KITP) http://online.kitp.ucsb.edu/online/scape19/baityjesi_cammarota/ Tue, 29 Jan 2019 10:00:00 -0800 1:12:50 Some Steps Towards Cracking the Dynamics of the Glass Problem http://online.kitp.ucsb.edu/online/scape19/charbonneau_szamel/ Patrick Charbonneau (Duke Univ. & KITP), Grzegorz Szamel (Colorado State Univ. & KITP) (Patrick Charbonneau (Duke Univ. & KITP), Grzegorz Szamel (Colorado State Univ. & KITP)) Patrick Charbonneau (Duke Univ. & KITP), Grzegorz Szamel (Colorado State Univ. & KITP) http://online.kitp.ucsb.edu/online/scape19/charbonneau_szamel/ Fri, 25 Jan 2019 13:30:00 -0800 1:01:13 An overview of empirical studies in neural networks http://online.kitp.ucsb.edu/online/scape19/sagun/ Levent Sagun, EPFL & KITP (Levent Sagun, EPFL & KITP) Levent Sagun, EPFL & KITP http://online.kitp.ucsb.edu/online/scape19/sagun/ Thu, 24 Jan 2019 10:00:00 -0800 1:09:49 Selected review of 30 years of physics research on artificial neural networks http://online.kitp.ucsb.edu/online/scape19/krzakala/ Florent Krzakala, ENS & KITP (Florent Krzakala, ENS & KITP) Florent Krzakala, ENS & KITP http://online.kitp.ucsb.edu/online/scape19/krzakala/ Tue, 22 Jan 2019 10:00:00 -0800 1:30:21 Mean field dynamics of two layer/multi layer neural networks http://online.kitp.ucsb.edu/online/scape19/mei/ Song Mei, Stanford (Song Mei, Stanford) Song Mei, Stanford http://online.kitp.ucsb.edu/online/scape19/mei/ Wed, 16 Jan 2019 13:30:00 -0800 1:01:15