Wednesday, March 16, 2022
8:00AM - 8:12AM
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M09.00001: A framework for seismic risk policy design and the assessment of avalanche-like event prediction in knitted fabric.
Adèle Douin, Frédéric Lechenault, Jean-Phillipe Bruneton
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Wednesday, March 16, 2022
8:12AM - 8:24AM
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M09.00002: Can graph neural network infer knot invariants?
Changyeob Baek, Christopher H Rycroft
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Wednesday, March 16, 2022
8:24AM - 8:36AM
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M09.00003: Building Deep Learning Architectures for Physics, Chemistry, and Biology with Geometric Algebra
Matthew P Spellings
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Wednesday, March 16, 2022
8:36AM - 8:48AM
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M09.00004: Optimal control of quantum thermal machines using machine learning
Ilia Khait, Juan Carrasquilla, Dvira Segal
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Wednesday, March 16, 2022
8:48AM - 9:24AM
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M09.00005: On Explaining the Surprising Success of Reservoir Computing Forecaster of Chaos? The Universal Machine Learning Dynamical System with Contrasts to VAR and DMD
Invited Speaker:
Erik Bollt
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Wednesday, March 16, 2022
9:24AM - 9:36AM
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M09.00006: Programming Memories and Computations in Recurrent Neural Networks Without Training
Jason Z Kim, Zhixin Lu, Danielle S Bassett
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Wednesday, March 16, 2022
9:36AM - 9:48AM
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M09.00007: Learning the hidden rheology of complex fluids through MF-RhIGNet: Multi Fidelity Rheology-Informed Graph Neural Network
Mohammadamin Mahmoudabadbozchelou, Krutarth M Kamani, Simon A Rogers, Safa Jamali
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Wednesday, March 16, 2022
9:48AM - 10:00AM
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M09.00008: Rheology-informed neural networks for non-local granular flows
Milad Saadat, Mohammadamin Mahmoudabadbozchelou, Safa Jamali
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Wednesday, March 16, 2022
10:00AM - 10:12AM
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M09.00009: Machine Learning for Robot Locomotion in Flowable Materials
Daniel Soto, Andras Karsai, Daniel I Goldman, Sehoon Ha, Tingnan Zhang
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Wednesday, March 16, 2022
10:12AM - 10:24AM
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M09.00010: Predicting a clog: finding signatures of clog formation in hopper flow using machine learning methods
Jesse M Hanlan, Sam J Dillavou, Andrea J Liu, Douglas J Durian
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Wednesday, March 16, 2022
10:24AM - 10:36AM
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M09.00011: Using analogical reasoning to build transferable models
Cody L Petrie, Christian N Anderson, Casie Maekawa, Travis Maekawa, Mark K Transtrum
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Wednesday, March 16, 2022
10:36AM - 10:48AM
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M09.00012: Evidence for Griffiths Phase Criticality in Residual Neural Networks
Logan G Wright, Maxwell Anderson, Peter L McMahon
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Wednesday, March 16, 2022
10:48AM - 11:00AM
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M09.00013: Capturing Strain Induced Orthotropy Through a Novel Free Energy Density Definition
Alex G Arzoumanidis
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