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Workshop
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Crafting Global Optimizers to Reasoning Tasks via Algebraic Objects in Neural Nets
Yuandong Tian
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Workshop
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Sat 15:00
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Parameter Symmetries in Neural Networks: what they affect and what to do with them
Stefanie Jegelka
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Workshop
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Parameter Symmetry and Emergence of Noise Equilibrium in Stochastic Training
Liu Ziyin · Mingze Wang · Hongchao Li · Lei Wu
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Workshop
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Sat 8:45
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Symmetry and Geometry in Neural Representations
Christian A Shewmake · Simone Azeglio · Bahareh Tolooshams · Sophia Sanborn · Nina Miolane
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Workshop
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Winning Tickets from Random Initialization: Aligning Masks for Sparse Training
Rohan Jain · Mohammed Adnan · Ekansh Sharma · Yani Ioannou
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Workshop
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Efficient Subgraph GNNs via Graph Products and Coarsening
Guy Bar-Shalom · Yam Eitan · Fabrizio Frasca · Haggai Maron
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Workshop
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Neural Network Symmetrisation in Concrete Settings
Rob Cornish
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Workshop
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Leveraging Symmetry to Accelerate Learning of Trajectory Tracking Controllers for Free-Flying Robotic Systems
Jake Welde · Nishanth Arun Rao · Pratik Kunapuli · Dinesh Jayaraman · Vijay Kumar
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Workshop
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Dynamical symmetries in the fluctuation-driven regime: an application of Noether's theorem to noisy dynamical systems
John Vastola
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Workshop
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A minimalistic representation model for head direction system
Minglu Zhao · Dehong Xu · Deqian Kong · Wenhao Zhang · Ying Nian Wu
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Workshop
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Sat 11:30
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Oral: In-Context Symmetries: Self-Supervised Learning through Contextual World Models
Sharut Gupta · Chenyu Wang · Yifei Wang · Tommi Jaakkola · Stefanie Jegelka
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Workshop
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Remove Symmetries to Control Model Expressivity and Improve Optimization
Liu Ziyin · Yizhou Xu · Isaac Chuang
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