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Unsupervised Segmentation in Real-World Images via Spelke Object Inference


May 17, 2022
Honglin Chen, Rahul Venkatesh, Yoni Friedman, Jiajun Wu, Joshua B. Tenenbaum, Daniel L. K. Yamins, Daniel M. Bear

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* 25 pages, 10 figures 

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Rethinking the limiting dynamics of SGD: modified loss, phase space oscillations, and anomalous diffusion


Jul 19, 2021
Daniel Kunin, Javier Sagastuy-Brena, Lauren Gillespie, Eshed Margalit, Hidenori Tanaka, Surya Ganguli, Daniel L. K. Yamins

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* 30 pages, 8 figures 

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Physion: Evaluating Physical Prediction from Vision in Humans and Machines


Jun 17, 2021
Daniel M. Bear, Elias Wang, Damian Mrowca, Felix J. Binder, Hsiau-Yu Fish Tung, R. T. Pramod, Cameron Holdaway, Sirui Tao, Kevin Smith, Fan-Yun Sun, Li Fei-Fei, Nancy Kanwisher, Joshua B. Tenenbaum, Daniel L. K. Yamins, Judith E. Fan

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* 27 pages 

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The ThreeDWorld Transport Challenge: A Visually Guided Task-and-Motion Planning Benchmark for Physically Realistic Embodied AI


Mar 25, 2021
Chuang Gan, Siyuan Zhou, Jeremy Schwartz, Seth Alter, Abhishek Bhandwaldar, Dan Gutfreund, Daniel L. K. Yamins, James J DiCarlo, Josh McDermott, Antonio Torralba, Joshua B. Tenenbaum

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* Project page: http://tdw-transport.csail.mit.edu/ 

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Neural Mechanics: Symmetry and Broken Conservation Laws in Deep Learning Dynamics


Dec 08, 2020
Daniel Kunin, Javier Sagastuy-Brena, Surya Ganguli, Daniel L. K. Yamins, Hidenori Tanaka

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* 28 pages, 17 figures 

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Identifying Learning Rules From Neural Network Observables


Oct 22, 2020
Aran Nayebi, Sanjana Srivastava, Surya Ganguli, Daniel L. K. Yamins

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* NeurIPS 2020 Camera Ready Version, 21 pages including supplementary information, 13 figures 

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ThreeDWorld: A Platform for Interactive Multi-Modal Physical Simulation


Jul 09, 2020
Chuang Gan, Jeremy Schwartz, Seth Alter, Martin Schrimpf, James Traer, Julian De Freitas, Jonas Kubilius, Abhishek Bhandwaldar, Nick Haber, Megumi Sano, Kuno Kim, Elias Wang, Damian Mrowca, Michael Lingelbach, Aidan Curtis, Kevin Feigelis, Daniel M. Bear, Dan Gutfreund, David Cox, James J. DiCarlo, Josh McDermott, Joshua B. Tenenbaum, Daniel L. K. Yamins

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* Project page: http://www.threedworld.org 

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Learning Physical Graph Representations from Visual Scenes


Jun 24, 2020
Daniel M. Bear, Chaofei Fan, Damian Mrowca, Yunzhu Li, Seth Alter, Aran Nayebi, Jeremy Schwartz, Li Fei-Fei, Jiajun Wu, Joshua B. Tenenbaum, Daniel L. K. Yamins

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* 23 pages; corrected affiliations and acknowledgments 

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Pruning neural networks without any data by iteratively conserving synaptic flow


Jun 09, 2020
Hidenori Tanaka, Daniel Kunin, Daniel L. K. Yamins, Surya Ganguli

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