Self-Supervised Contrastive Pre-Training for Multivariate Point Processes

no code implementations • 1 Feb 2024 • Xiao Shou, Dharmashankar Subramanian, Debarun Bhattacharjya, Tian Gao, Kristin P. Bennet

Self-supervision is one of the hallmarks of representation learning in the increasingly popular suite of foundation models including large language models such as BERT and GPT-3, but it has not been pursued in the context of multivariate event streams, to the best of our knowledge.

Point Processes Representation Learning +1

Causal Inference for Event Pairs in Multivariate Point Processes

no code implementations • NeurIPS 2021 • Tian Gao, Dharmashankar Subramanian, Debarun Bhattacharjya, Xiao Shou, Nicholas Mattei, Kristin Bennett

data.

Causal Inference Point Processes