conftrace_

point process

109 papers

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Co-occurring keywords

hawkes process (90) variational inference (2069) bayesian inference (1907) gaussian process (1200) event sequence (55) stochastic process (388) spike train (28) bayesian nonparametrics (270) intensity function (19) temporal point process (77)

Papers

WaveDiST: A Wavelet Diffusion Transformer for Spatio-Temporal Estimation on Unobserved Locations AAAI 2026
Scalable and Adaptive Variational Bayes Methods for Hawkes Processes JMLR 2025
Decomposable Transformer Point Processes NIPS 2024
Is Score Matching Suitable for Estimating Point Processes? NIPS 2024
DAG-Informed Structure Learning from Multi-Dimensional Point Processes JMLR 2024
Virtual-Event-Based Posterior Sampling and Inference for Neyman-Scott Processes JMLR 2024
Scalable marked point processes for exchangeable and non-exchangeable event sequences AISTATS 2023
Temporal Causal Mediation through a Point Process: Direct and Indirect Effects of Healthcare Interventions NIPS 2023
Causal Modeling of Policy Interventions From Treatment-Outcome Sequences ICML 2023
Bayesian nonparametric (non-)renewal processes for analyzing neural spike train variability NIPS 2023
Variational Inference for Neyman-Scott Processes AISTATS 2023
Score-Based Learning of Graphical Event Models with Background Knowledge Augmentation AAAI 2023
Detection of Short-Term Temporal Dependencies in Hawkes Processes with Heterogeneous Background Dynamics UAI 2023
Sparse Spectral Bayesian Permanental Process with Generalized Kernel AISTATS 2023
Integration-free Training for Spatio-temporal Multimodal Covariate Deep Kernel Point Processes NIPS 2023
Inference and sampling of point processes from diffusion excursions UAI 2023
Efficient Inference for Dynamic Flexible Interactions of Neural Populations JMLR 2022
Multiclass classification for Hawkes processes UAI 2022
Neural Network Poisson Models for Behavioural and Neural Spike Train Data ICML 2022
Anytime Information Cascade Popularity Prediction via Self-Exciting Processes ICML 2022
Interval-censored Hawkes processes JMLR 2022
Online Neural Sequence Detection with Hierarchical Dirichlet Point Process NIPS 2022
Fast Bayesian Estimation of Point Process Intensity as Function of Covariates NIPS 2022
Revealing the Excitation Causality between Climate and Political Violence via a Neural Forward-Intensity Poisson Process IJCAI 2022
Linking Transformer to Hawkes Process for Information Cascade Prediction (Student Abstract) AAAI 2022