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Scaling Vision Transformers to 22 Billion Parameters


Feb 10, 2023
Mostafa Dehghani, Josip Djolonga, Basil Mustafa, Piotr Padlewski, Jonathan Heek, Justin Gilmer, Andreas Steiner, Mathilde Caron, Robert Geirhos, Ibrahim Alabdulmohsin, Rodolphe Jenatton, Lucas Beyer, Michael Tschannen, Anurag Arnab, Xiao Wang, Carlos Riquelme, Matthias Minderer, Joan Puigcerver, Utku Evci, Manoj Kumar, Sjoerd van Steenkiste, Gamaleldin F. Elsayed, Aravindh Mahendran, Fisher Yu, Avital Oliver, Fantine Huot, Jasmijn Bastings, Mark Patrick Collier, Alexey Gritsenko, Vighnesh Birodkar, Cristina Vasconcelos, Yi Tay, Thomas Mensink, Alexander Kolesnikov, Filip Pavetić, Dustin Tran, Thomas Kipf, Mario Lučić, Xiaohua Zhai, Daniel Keysers, Jeremiah Harmsen, Neil Houlsby

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Invariant Slot Attention: Object Discovery with Slot-Centric Reference Frames


Feb 09, 2023
Ondrej Biza, Sjoerd van Steenkiste, Mehdi S. M. Sajjadi, Gamaleldin F. Elsayed, Aravindh Mahendran, Thomas Kipf

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RUST: Latent Neural Scene Representations from Unposed Imagery


Nov 25, 2022
Mehdi S. M. Sajjadi, Aravindh Mahendran, Thomas Kipf, Etienne Pot, Daniel Duckworth, Mario Lucic, Klaus Greff

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* Project website: https://rust-paper.github.io/ 

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Towards Better Out-of-Distribution Generalization of Neural Algorithmic Reasoning Tasks


Nov 01, 2022
Sadegh Mahdavi, Kevin Swersky, Thomas Kipf, Milad Hashemi, Christos Thrampoulidis, Renjie Liao

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SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric Models


Oct 12, 2022
Ziyi Wu, Nikita Dvornik, Klaus Greff, Thomas Kipf, Animesh Garg

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* Project page: https://slotformer.github.io/ 

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SAVi++: Towards End-to-End Object-Centric Learning from Real-World Videos


Jun 15, 2022
Gamaleldin F. Elsayed, Aravindh Mahendran, Sjoerd van Steenkiste, Klaus Greff, Michael C. Mozer, Thomas Kipf

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* Project page at https://slot-attention-video.github.io/savi++/ 

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Object Scene Representation Transformer


Jun 14, 2022
Mehdi S. M. Sajjadi, Daniel Duckworth, Aravindh Mahendran, Sjoerd van Steenkiste, Filip Pavetić, Mario Lučić, Leonidas J. Guibas, Klaus Greff, Thomas Kipf

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* Project page: https://osrt-paper.github.io/ 

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Simple Open-Vocabulary Object Detection with Vision Transformers


May 12, 2022
Matthias Minderer, Alexey Gritsenko, Austin Stone, Maxim Neumann, Dirk Weissenborn, Alexey Dosovitskiy, Aravindh Mahendran, Anurag Arnab, Mostafa Dehghani, Zhuoran Shen, Xiao Wang, Xiaohua Zhai, Thomas Kipf, Neil Houlsby

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Binding Actions to Objects in World Models


Apr 27, 2022
Ondrej Biza, Robert Platt, Jan-Willem van de Meent, Lawson L. S. Wong, Thomas Kipf

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* Published at the ICLR 2022 workshop on Objects, Structure and Causality 

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Symmetry Group Equivariant Architectures for Physics


Mar 11, 2022
Alexander Bogatskiy, Sanmay Ganguly, Thomas Kipf, Risi Kondor, David W. Miller, Daniel Murnane, Jan T. Offermann, Mariel Pettee, Phiala Shanahan, Chase Shimmin, Savannah Thais

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* Contribution to Snowmass 2021 

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