Temporal Point Process (TPP) Toolkits

Toolkits for TPP-related works, most of the codes are contributed by Hongyuan Mei. This page is maintained by Chenghao Yang as a systematic entry for Hongyuan's works.

Contents

• 1. TPP Modeling
  • 1.1 Unstructured TPP
  • 1.2 Structured TPP
• 2. TPP Algorithm
  • 2.1 Noise Contrastive Estimation
  • 2.2 Imputation

1. TPP Modeling

1.1 Unstructured TPP

1. The Neural Hawkes Process: A Neurally Self-Modulating Multivariate Point Process. Hongyuan Mei, Jason Eisner. NeurIPS 2017. [Theano] [Pytorch] [pdf] [spotlight]

1.2 Structured TPP

1. Neural Datalog Through Time: Informed Temporal Modeling via Logical Specification. Hongyuan Mei, Guanghui Qin, Minjie Xu, Jason Eisner. ICML 2020. [code] [pdf] [slides]

2. TPP Algorithm

2.1 Noise Contrastive Estimation

1. Noise-Contrastive Estimation for Multivariate Point Processes. Hongyuan Mei, Tom Wan, Jason Eisner. NeurIPS 2020. [code] [pdf] [slides]

2.2 Imputation

1. Imputing Missing Events in Continuous-Time Event Streams. Hongyuan Mei, Guanghui Qin, Jason Eisner. ICML 2019. [code] [pdf] [slides]