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Workshop
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Sat 7:00 |
Symmetry-Based Representations for Artificial and Biological Intelligence Irina Higgins |
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Poster
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Wed 9:00 |
Symmetry-induced Disentanglement on Graphs Giangiacomo Mercatali · Andre Freitas · Vikas Garg |
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Poster
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Wed 14:00 |
On the Symmetries of Deep Learning Models and their Internal Representations Charles Godfrey · Davis Brown · Tegan Emerson · Henry Kvinge |
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Poster
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Thu 9:00 |
A Classification of $G$-invariant Shallow Neural Networks Devanshu Agrawal · James Ostrowski |
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Poster
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Wed 14:00 |
LieGG: Studying Learned Lie Group Generators Artem Moskalev · Anna Sepliarskaia · Ivan Sosnovik · Arnold Smeulders |
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Poster
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Learning Physical Dynamics with Subequivariant Graph Neural Networks Jiaqi Han · Wenbing Huang · Hengbo Ma · Jiachen Li · Josh Tenenbaum · Chuang Gan |
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Poster
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Thu 9:00 |
On the non-universality of deep learning: quantifying the cost of symmetry Emmanuel Abbe · Enric Boix-Adsera |
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Poster
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Thu 14:00 |
Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries Fabrizio Frasca · Beatrice Bevilacqua · Michael Bronstein · Haggai Maron |
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Poster
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Wed 14:00 |
Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics Lukas Prantl · Benjamin Ummenhofer · Vladlen Koltun · Nils Thuerey |
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Poster
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Wed 9:00 |
Symmetry Teleportation for Accelerated Optimization Bo Zhao · Nima Dehmamy · Robin Walters · Rose Yu |
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Poster
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Thu 9:00 |
Annihilation of Spurious Minima in Two-Layer ReLU Networks Yossi Arjevani · Michael Field |
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Poster
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Tue 9:00 |
On the symmetries of the synchronization problem in Cryo-EM: Multi-Frequency Vector Diffusion Maps on the Projective Plane Gabriele Cesa · Arash Behboodi · Taco Cohen · Max Welling |