Transformer Embeddings of Irregularly Spaced Events and Their Participants

31 December 2021

Papers citing "Transformer Embeddings of Irregularly Spaced Events and Their Participants"

38 / 38 papers shown

Title
ADiff4TPP: Asynchronous Diffusion Models for Temporal Point Processes Amartya Mukherjee Ruizhi Deng He Zhao Yuzhen Mao Leonid Sigal Frederick Tung DiffM AI4TS 53 0 0 29 Apr 2025
LAST SToP For Modeling Asynchronous Time Series Shubham Gupta Thibaut Durand Graham Taylor Lilian W. Białokozowicz AI4TS 42 0 0 04 Feb 2025
Preventing Conflicting Gradients in Neural Marked Temporal Point Processes T. Bosser Souhaib Ben Taieb AI4TS 69 0 0 11 Dec 2024
A Bayesian Mixture Model of Temporal Point Processes with Determinantal Point Process Prior Yiwei Dong Shaoxin Ye Yuwen Cao Qiyu Han Hongteng Xu Hanfang Yang 35 1 0 07 Nov 2024
Nonparametric estimation of Hawkes processes with RKHSs Anna Bonnet Maxime Sangnier 37 0 0 01 Nov 2024
Marked Temporal Bayesian Flow Point Processes Hui Chen Xuhui Fan Hengyu Liu Longbing Cao AI4TS 35 0 0 25 Oct 2024
A Simple Baseline for Predicting Events with Auto-Regressive Tabular Transformers Alex Stein Samuel Sharpe Doron Bergman Senthil Kumar C. Bayan Bruss John P. Dickerson Tom Goldstein Micah Goldblum LMTD AI4TS 55 1 0 14 Oct 2024
EventFlow: Forecasting Continuous-Time Event Data with Flow Matching Gavin Kerrigan Kai Nelson Padhraic Smyth AI4TS 43 1 0 09 Oct 2024
TPP-LLM: Modeling Temporal Point Processes by Efficiently Fine-Tuning Large Language Models Zefang Liu Yinzhu Quan 32 0 0 02 Oct 2024
Decomposable Transformer Point Processes Aristeidis Panos 29 1 0 26 Sep 2024
DeTPP: Leveraging Object Detection for Robust Long-Horizon Event Prediction Ivan Karpukhin Andrey Savchenko 23 1 0 23 Aug 2024
HoTPP Benchmark: Are We Good at the Long Horizon Events Forecasting? Ivan Karpukhin F. Shipilov Andrey Savchenko AI4TS 59 4 0 20 Jun 2024
Decoupled Marked Temporal Point Process using Neural Ordinary Differential Equations Yujee Song Donghyun Lee Rui Meng Won Hwa Kim AI4TS 23 4 0 10 Jun 2024
Latent Logic Tree Extraction for Event Sequence Explanation from LLMs Zitao Song Chao Yang Chaojie Wang Bo An Shuang Li 63 4 0 03 Jun 2024
TransformerLSR: Attentive Joint Model of Longitudinal Data, Survival, and Recurrent Events with Concurrent Latent Structure Zhiyue Zhang Yao Zhao Yan Xu 19 0 0 04 Apr 2024
Pretext Training Algorithms for Event Sequence Data Yimu Wang He Zhao Ruizhi Deng Frederick Tung Greg Mori AI4TS 34 0 0 16 Feb 2024
XTSFormer: Cross-Temporal-Scale Transformer for Irregular Time Event Prediction Tingsong Xiao Zelin Xu Wenchong He Jim Su Yupu Zhang ... Jason Petho Jiang Bian P. Tighe Parisa Rashidi Zhe Jiang AI4TS 33 0 0 03 Feb 2024
Self-Supervised Contrastive Pre-Training for Multivariate Point Processes Xiao Shou D. Subramanian D. Bhattacharjya Tian Gao Kristin P. Bennet 3DPC SSL 8 0 0 01 Feb 2024
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point Processes V. Dheur T. Bosser Rafael Izbicki Souhaib Ben Taieb AI4TS 30 5 0 09 Jan 2024
Real-time Network Intrusion Detection via Decision Transformers Jingdi Chen Hanhan Zhou Yongsheng Mei Gina Adam Nathaniel D. Bastian Tian-Shing Lan 24 15 0 12 Dec 2023
Explainable History Distillation by Marked Temporal Point Process Sishun Liu Ke Deng Yan Wang Xiuzhen Zhang 35 0 0 13 Nov 2023
Non-Autoregressive Diffusion-based Temporal Point Processes for Continuous-Time Long-Term Event Prediction Wang-Tao Zhou Zhao Kang Ling Tian DiffM 19 2 0 02 Nov 2023
A Systematic Review for Transformer-based Long-term Series Forecasting Liyilei Su Xumin Zuo Rui Li Xin Wang Heng Zhao Bingding Huang AI4TS 42 4 0 31 Oct 2023
Interacting Diffusion Processes for Event Sequence Forecasting Mai Zeng Florence Regol Mark J. Coates AI4TS DiffM 38 0 0 26 Oct 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Keli Zhang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 35 118 0 16 Oct 2023
Prompt-augmented Temporal Point Process for Streaming Event Sequence Siqiao Xue Yan Wang Zhixuan Chu Xiaoming Shi Caigao Jiang Hongyan Hao Gangwei Jiang Xiaoyun Feng James Y. Zhang Junqing Zhou AI4TS 32 23 0 08 Oct 2023
YFlows: Systematic Dataflow Exploration and Code Generation for Efficient Neural Network Inference using SIMD Architectures on CPUs Cyrus Zhou Zack Hassman Ruize Xu Dhirpal Shah Vaughn Richard Yanjing Li 32 1 0 01 Oct 2023
Enhancing Asynchronous Time Series Forecasting with Contrastive Relational Inference Yan Wang Zhixuan Chu Tao Zhou Caigao Jiang Hongyan Hao ... Daixin Wang Longfei Li James Y. Zhang Siqiao Xue Junqing Zhou BDL AI4TS 115 0 0 06 Sep 2023
Proactive Resource Request for Disaster Response: A Deep Learning-based Optimization Model Hongzhe Zhang Xiaohang Zhao Xiao Fang Bintong Chen 24 5 0 31 Jul 2023
EasyTPP: Towards Open Benchmarking Temporal Point Processes Siqiao Xue Xiaoming Shi Zhixuan Chu Yan Wang Hongyan Hao ... Chenyuan Pan James Y. Zhang Qingsong Wen Junqing Zhou Hongyuan Mei AI4TS 37 29 0 16 Jul 2023
Tapestry of Time and Actions: Modeling Human Activity Sequences using Temporal Point Process Flows Vinayak Gupta Srikanta J. Bedathur AI4TS 32 1 0 13 Jul 2023
Intensity-free Convolutional Temporal Point Process: Incorporating Local and Global Event Contexts Wangtao Zhou Zhao Kang Ling Tian Yimu Su 30 11 0 24 Jun 2023
Deep graph kernel point processes Zheng Dong Matthew Repasky Xiuyuan Cheng Yao Xie 3DPC 25 3 0 20 Jun 2023
Language Models Can Improve Event Prediction by Few-Shot Abductive Reasoning Xiaoming Shi Siqiao Xue Kangrui Wang Fan Zhou James Y. Zhang Jun-ping Zhou Chenhao Tan Hongyuan Mei ReLM LRM 30 42 0 26 May 2023
Meta Temporal Point Processes Wonho Bae Mohamed Osama Ahmed Frederick Tung Gabriel L. Oliveira AI4TS 22 18 0 27 Jan 2023
HYPRO: A Hybridly Normalized Probabilistic Model for Long-Horizon Prediction of Event Sequences Siqiao Xue Xiaoming Shi James Y. Zhang Hongyuan Mei AI4TS 19 34 0 04 Oct 2022
Exploring Generative Neural Temporal Point Process Haitao Lin Lirong Wu Guojiang Zhao Pai Liu Stan Z. Li DiffM 18 25 0 03 Aug 2022
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 40 9 0 05 Jun 2021