2 papers
cs.LG2023
Automatic Integration for Spatiotemporal Neural Point Processes
Zihao Zhou, Rose Yu
Learning continuous-time point processes is essential to many discrete event forecasting tasks. However, integration poses a major challenge, particularly for spatiotemporal point…
cs.LG2023
Discovering Mixtures of Structural Causal Models from Time Series Data
Sumanth Varambally, Yi-An Ma, Rose Yu
Discovering causal relationships from time series data is significant in fields such as finance, climate science, and neuroscience. However, contemporary techniques rely on the sim…