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Papers
Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching
NeurIPS 2024
Anamnesic Neural Differential Equations with Orthogonal Polynomial Projections
ICLR 2023
Generic and Dynamic Graph Representation Learning for Crowd Flow Modeling
AAAI 2023
Intensity Profile Projection: A Framework for Continuous-Time Representation Learning for Dynamic Networks
NeurIPS 2023
Neural Markov Jump Processes
ICML 2023
Legendre Memory Units: Continuous-Time Representation in Recurrent Neural Networks
NeurIPS 2019