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Poster
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Wed 9:00
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Gold-standard solutions to the Schrödinger equation using deep learning: How much physics do we need?
Leon Gerard · Michael Scherbela · Philipp Marquetand · Philipp Grohs
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Poster
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Wed 9:00
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A time-resolved theory of information encoding in recurrent neural networks
Rainer Engelken · Sven Goedeke
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Poster
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Wed 14:00
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Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network
Ravinder Bhattoo · Sayan Ranu · N M Anoop Krishnan
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Poster
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Wed 9:00
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Low-rank lottery tickets: finding efficient low-rank neural networks via matrix differential equations
Steffen Schotthöfer · Emanuele Zangrando · Jonas Kusch · Gianluca Ceruti · Francesco Tudisco
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Workshop
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Predicting electrolyte solution properties by combining neural network accelerated molecular dynamics and continuum solvent theory.
Timothy T Duignan · Junji Zhang · Joshua Pagotto
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Workshop
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Anomaly Detection in Multiplex Dynamic Networks: from Blockchain Security to Brain Disease Prediction
Ali Behrouz · Margo Seltzer
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Poster
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Combining Explicit and Implicit Regularization for Efficient Learning in Deep Networks
Dan Zhao
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Workshop
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MEGAN: Multi Explanation Graph Attention Network
Jonas Teufel · Luca Torresi · Patrick Reiser · Pascal Friederich
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Workshop
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Sheaf Attention Networks
Federico Barbero · Cristian Bodnar · Haitz Sáez de Ocáriz Borde · Pietro Lió
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Workshop
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Towards Creating Benchmark Datasets of Universal Neural Network Potential for Material Discovery
So Takamoto · Chikashi Shinagawa · Nontawat Charoenphakdee
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Poster
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Wed 9:00
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Globally Gated Deep Linear Networks
Qianyi Li · Haim Sompolinsky
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Poster
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Tue 14:00
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Unravelling the Performance of Physics-informed Graph Neural Networks for Dynamical Systems
Abishek Thangamuthu · Gunjan Kumar · Suresh Bishnoi · Ravinder Bhattoo · N M Anoop Krishnan · Sayan Ranu
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