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24 Results

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Poster
Fri 1:45 Neural structure learning with stochastic differential equations
Benjie Wang · Joel Jennings · Wenbo Gong
Affinity Workshop
Fri 7:30 Neural Controlled Differential Equations with Quantum Hidden Evolutions
Lingyi Yang · Zhen Shao
Affinity Workshop
Tue 1:45 Tracing Footprints: Neural Networks Meet Non-integer Order Differential Equations For Modelling Systems with Memory
C. Coelho · M.Fernanda Costa · Luís Ferrás
Workshop
Learning The Delay in Delay Differential Equations
Robert Stephany · Maria Oprea · Gabriella Torres Nothaft · Mark Walth · Arnaldo Rodriguez-Gonzalez · William Clark
Poster
Wed 1:45 On the Generalization and Approximation Capacities of Neural Controlled Differential Equations
Linus Bleistein · Agathe Guilloux
Workshop
CLIFFORD NEURAL OPERATORS ON ATMOSPHERIC DATA INFLUENCED PARTIAL DIFFERENTIAL EQUATIONS
Sujit Roy · Wei Ji Leong · Rajat Shinde · Christopher Phillips · Kumar Ankur · Manil Maskey · Rahul Ramachandran
Poster
Thu 1:45 Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data
YongKyung Oh · Dongyoung Lim · Sungil Kim
Workshop
Neural Langevin-type Stochastic Differential Equations for Astronomical time series Classification under Irregular Observations
YongKyung Oh · Seungsu Kam · Dongyoung Lim · Sungil Kim
Poster
Tue 7:30 BroGNet: Momentum-Conserving Graph Neural Stochastic Differential Equation for Learning Brownian Dynamics
Suresh Suresh · Jayadeva Jayadeva · Sayan Ranu · N. M. Anoop Krishnan
Workshop
Accelerating Neural Differential Equations for Irregularly-Sampled Dynamical Systems Using Variational Formulation
Hongjue Zhao · Yuchen Wang · Hairong Qi · Jiajia Li · Lui Sha · Han Zhao · Huajie Shao
Workshop
Application of Neural Ordinary Differential Equations for Tokamak Plasma Dynamics Analysis
Zefang Liu · Weston Stacey
Workshop
TUCKER DECOMPOSITION FOR INTERPRETABLE NEU- RAL ORDINARY DIFFERENTIAL EQUATIONS
Dimitrios Halatsis · Grigorios Chrysos · Joao Pereira · Michael Alummoottil