Search All 2022 Events
 

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Poster
Thu 14:00 On the Learning Mechanisms in Physical Reasoning
Shiqian Li · Kewen Wu · Chi Zhang · Yixin Zhu
Poster
Wed 9:00 Learning Physics Constrained Dynamics Using Autoencoders
Tsung-Yen Yang · Justinian Rosca · Karthik Narasimhan · Peter J Ramadge
Workshop
Physics-Informed Convolutional Neural Networks for Corruption Removal on Dynamical Systems
Daniel Kelshaw · Luca Magri
Workshop
Dynamic weights enabled Physics-Informed Neural Network for simulating the mobility of Engineered Nano Particles in a contaminated aquifer
Shikhar Nilabh
Workshop
Physics-Informed CNNs for Super-Resolution of Sparse Observations on Dynamical Systems
Daniel Kelshaw · Georgios Rigas · Luca Magri
Workshop
Evaluating Error Bound for Physics-Informed Neural Networks on Linear Dynamical Systems
Shuheng Liu · Xiyue Huang · Pavlos Protopapas
Workshop
Physics-Informed Machine Learning of Dynamical Systems for Efficient Bayesian Inference
Som Dhulipala · Yifeng Che · Michael Shields
Workshop
Physics-informed inference of animal movements from weather radar data
Fiona Lippert · Patrick Forré
Workshop
RLCG: When Reinforcement Learning Meets Coarse Graining
Shenghao Wu · Tianyi Liu · Zhirui Wang · Wen Yan · Yingxiang Yang
Workshop
Residual Model-Based Reinforcement Learning for Physical Dynamics
Zakariae EL ASRI · Clément Rambour · Vincent LE GUEN · Nicolas THOME
Workshop
Multiresolution Mesh Networks For Learning Dynamical Fluid Simulations
Bach Nguyen · Truong Son Hy · Long Tran-Thanh · Risi Kondor
Poster
Wed 14:00 Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics
Lukas Prantl · Benjamin Ummenhofer · Vladlen Koltun · Nils Thuerey