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Neural Networks as Paths through the Space of Representations



Richard D. Lange , Jordan Matelsky , Xinyue Wang , Devin Kwok , David S. Rolnick , Konrad P. Kording

* 9 pages, 4 figures, plus appendices. Submitted to NeurIPS 2022 

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Clustering units in neural networks: upstream vs downstream information



Richard D. Lange , David S. Rolnick , Konrad P. Kording

* 12 main text pages, 4 main figures, 5 supplemental figures. Will be submitted to TMLR 

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Prospective Learning: Back to the Future



Joshua T. Vogelstein , Timothy Verstynen , Konrad P. Kording , Leyla Isik , John W. Krakauer , Ralph Etienne-Cummings , Elizabeth L. Ogburn , Carey E. Priebe , Randal Burns , Kwame Kutten , James J. Knierim , James B. Potash , Thomas Hartung , Lena Smirnova , Paul Worley , Alena Savonenko , Ian Phillips , Michael I. Miller , Rene Vidal , Jeremias Sulam , Adam Charles , Noah J. Cowan , Maxim Bichuch , Archana Venkataraman , Chen Li , Nitish Thakor , Justus M Kebschull , Marilyn Albert , Jinchong Xu , Marshall Hussain Shuler , Brian Caffo , Tilak Ratnanather , Ali Geisa , Seung-Eon Roh , Eva Yezerets , Meghana Madhyastha , Javier J. How , Tyler M. Tomita , Jayanta Dey , Ningyuan , Huang , Jong M. Shin , Kaleab Alemayehu Kinfu , Pratik Chaudhari , Ben Baker , Anna Schapiro , Dinesh Jayaraman , Eric Eaton , Michael Platt , Lyle Ungar , Leila Wehbe , Adam Kepecs , Amy Christensen , Onyema Osuagwu , Bing Brunton , Brett Mensh , Alysson R. Muotri , Gabriel Silva , Francesca Puppo , Florian Engert , Elizabeth Hillman , Julia Brown , Chris White , Weiwei Yang


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Object Based Attention Through Internal Gating



Jordan Lei , Ari S. Benjamin , Konrad P. Kording


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An adversarial algorithm for variational inference with a new role for acetylcholine



Ari S. Benjamin , Konrad P. Kording


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Spike-based causal inference for weight alignment



Jordan Guerguiev , Konrad P. Kording , Blake A. Richards


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Identifying Weights and Architectures of Unknown ReLU Networks



David Rolnick , Konrad P. Kording

* 15 pages, 4 figures 

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Movement science needs different pose tracking algorithms



Nidhi Seethapathi , Shaofei Wang , Rachit Saluja , Gunnar Blohm , Konrad P. Kording

* 13 pages, 2 figures, 1 table 

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What does it mean to understand a neural network?



Timothy P. Lillicrap , Konrad P. Kording

* 9 pages, 2 figures 

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Tackling Climate Change with Machine Learning



David Rolnick , Priya L. Donti , Lynn H. Kaack , Kelly Kochanski , Alexandre Lacoste , Kris Sankaran , Andrew Slavin Ross , Nikola Milojevic-Dupont , Natasha Jaques , Anna Waldman-Brown , Alexandra Luccioni , Tegan Maharaj , Evan D. Sherwin , S. Karthik Mukkavilli , Konrad P. Kording , Carla Gomes , Andrew Y. Ng , Demis Hassabis , John C. Platt , Felix Creutzig , Jennifer Chayes , Yoshua Bengio


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