Workshop

Sat 7:05

Towards Markov Properties for Continuous-Time Dynamical Systems - Joris Mooij
Joris Mooij

Poster

Thu 9:00

Neural Temporal Walks: Motif-Aware Representation Learning on Continuous-Time Dynamic Graphs
Ming Jin · Yuan-Fang Li · Shirui Pan

Poster

Thu 9:00

Sparsity in Continuous-Depth Neural Networks
Hananeh Aliee · Till Richter · Mikhail Solonin · Ignacio Ibarra · Fabian Theis · Niki Kilbertus

Workshop

Approximate Uncertainty Propagation for Continuous Gaussian Process Dynamical Systems
Steffen Ridderbusch · Sina Ober-Blöbaum · Paul Goulart

Poster

Thu 9:00

Theoretically Provable Spiking Neural Networks
Shao-Qun Zhang · Zhi-Hua Zhou

Poster

Wed 14:00

Navigating Memory Construction by Global Pseudo-Task Simulation for Continual Learning
Yejia Liu · Wang Zhu · Shaolei Ren

Workshop

Learning and Shaping Manifold Attractors for Computation in Gated Neural ODEs
Timothy Kim · Tankut Can · Kamesh Krishnamurthy

Workshop

Variational Bayesian Inference and Learning for Continuous Switching Linear Dynamical Systems
Jack Goffinet · David Carlson

Poster

Generalization Bounds for Gradient Methods via Discrete and Continuous Prior
Xuanyuan Luo · Bei Luo · Jian Li

Poster

Thu 9:00

Extrapolative Continuous-time Bayesian Neural Network for Fast Training-free Test-time Adaptation
Hengguan Huang · Xiangming Gu · Hao Wang · Chang Xiao · Hongfu Liu · Ye Wang

Poster

Wed 9:00

Neural Stochastic PDEs: Resolution-Invariant Learning of Continuous Spatiotemporal Dynamics
Cristopher Salvi · Maud Lemercier · Andris Gerasimovics

Workshop

Continuous PDE Dynamics Forecasting with Implicit Neural Representations
Yuan Yin · Matthieu Kirchmeyer · Jean-Yves Franceschi · Alain Rakotomamonjy · Patrick Gallinari