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Poster
Thu 9:00 Physics-Informed Implicit Representations of Equilibrium Network Flows
Kevin D. Smith · Francesco Seccamonte · Ananthram Swami · Francesco Bullo
Workshop
Predicting electrolyte solution properties by combining neural network accelerated molecular dynamics and continuum solvent theory.
Timothy T Duignan · Junji Zhang · Joshua Pagotto
Poster
Tue 9:00 Dance of SNN and ANN: Solving binding problem by combining spike timing and reconstructive attention
Hao Zheng · Hui Lin · Rong Zhao · Luping Shi
Workshop
MEGAN: Multi Explanation Graph Attention Network
Jonas Teufel · Luca Torresi · Patrick Reiser · Pascal Friederich
Poster
Tue 14:00 MGNNI: Multiscale Graph Neural Networks with Implicit Layers
Juncheng Liu · Bryan Hooi · Kenji Kawaguchi · Xiaokui Xiao
Workshop
Invertible Neural Networks for Graph Prediction
Chen Xu · Xiuyuan Cheng · Yao Xie
Poster
Tue 9:00 Gradient flow dynamics of shallow ReLU networks for square loss and orthogonal inputs
Etienne Boursier · Loucas PILLAUD-VIVIEN · Nicolas Flammarion
Workshop
Fri 9:30 Treatment-RSPN: Recurrent Sum-Product Networks for Sequential Treatment Regimes
Adam Dejl · Jonathan Fei · Ardavan Saeedi · Li-wei Lehman
Workshop
Anomaly Detection in Multiplex Dynamic Networks: from Blockchain Security to Brain Disease Prediction
Ali Behrouz · Margo Seltzer
Workshop
Transformer Neural Networks for Building Load Forecasting
Matthias Hertel · Simon Ott · Oliver Neumann · Benjamin Schäfer · Ralf Mikut · Veit Hagenmeyer
Workshop
Sat 9:25 Sheaf Attention Networks
Federico Barbero · Cristian Bodnar · Haitz Sáez de Ocáriz Borde · Pietro Lió
Poster
Tue 14:00 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