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04/05/2023
GenPhys: From Physical Processes to Generative Models
Since diffusion models (DM) and the more recent Poisson flow generative ...
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03/14/2023
Artificial intelligence for artificial materials: moiré atom
Moiré engineering in atomically thin van der Waals heterostructures crea...
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02/23/2023
Q-Flow: Generative Modeling for Differential Equations of Open Quantum Dynamics with Normalizing Flows
Studying the dynamics of open quantum systems holds the potential to ena...
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02/06/2023
Geometry of contact: contact planning for multi-legged robots via spin models duality
Contact planning is crucial in locomoting systems.Specifically, appropri...
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12/14/2022
Simulating 2+1D Lattice Quantum Electrodynamics at Finite Density with Neural Flow Wavefunctions
We present a neural flow wavefunction, Gauge-Fermion FlowNet, and use it...
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11/06/2022
Gauge Equivariant Neural Networks for 2+1D U(1) Gauge Theory Simulations in Hamiltonian Formulation
Gauge Theory plays a crucial role in many areas in science, including hi...
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11/02/2022
Koopman Operator learning for Accelerating Quantum Optimization and Machine Learning
Finding efficient optimization methods plays an important role for quant...
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12/01/2021
Infinite Neural Network Quantum States
We study infinite limits of neural network quantum states (∞-NNQS), whic...
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08/04/2021
Spacetime Neural Network for High Dimensional Quantum Dynamics
We develop a spacetime neural network method with second order optimizat...
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01/18/2021
Gauge Invariant Autoregressive Neural Networks for Quantum Lattice Models
Gauge invariance plays a crucial role in quantum mechanics from condense...
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12/09/2020