On the Constrained Time-Series Generation Problem

4 July 2023

Andrea Coletta

Sriram Gopalakrishnan

Papers citing "On the Constrained Time-Series Generation Problem"

23 / 23 papers shown

Title
BioMamba: Leveraging Spectro-Temporal Embedding in Bidirectional Mamba for Enhanced Biosignal Classification Jian Qian Teck Lun Goh Bingyu Xie Chengyao Zhu Biao Wan Yawen Guan Rachel Ding Chen Patrick Chiang Mamba 45 0 0 14 Mar 2025
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modelling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang R. Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 88 3 0 04 Mar 2025
Forecasting time series with constraints Nathan Doumèche Francis Bach Éloi Bedek Gérard Biau Claire Boyer Y. Goude AI4TS 35 0 0 14 Feb 2025
Population Aware Diffusion for Time Series Generation Yang Li Han Meng Zhenyu Bi Ingolv T. Urnes Haipeng Chen AI4TS 29 0 0 03 Jan 2025
FlowTS: Time Series Generation via Rectified Flow Yang Hu X. Wang Lirong Wu H. M. Zhang Stan Z. Li Sheng Wang Tianlong Chen Jiheng Zhang Ziyun Li Tianlong Chen AI4TS 21 0 0 12 Nov 2024
Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series Ilan Naiman Nimrod Berman Itai Pemper Idan Arbiv Gal Fadlon Omri Azencot 19 8 0 25 Oct 2024
Constrained Posterior Sampling: Time Series Generation with Hard Constraints Sai Shankar Narasimhan Shubhankar Agarwal Litu Rout Sanjay Shakkottai Sandeep P. Chinchali DiffM AI4TS 22 0 0 16 Oct 2024
Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting Siyang Li Yize Chen Hui Xiong DiffM AI4TS 28 0 0 03 Oct 2024
Leveraging Priors via Diffusion Bridge for Time Series Generation Jinseong Park Seungyun Lee Woojin Jeong Yujin Choi Jaewook Lee DiffM 29 5 0 13 Aug 2024
TimeLDM: Latent Diffusion Model for Unconditional Time Series Generation Jian Qian Miao Sun Sifan Zhou Biao Wan Minhao Li Patrick Chiang 20 7 0 05 Jul 2024
A Survey of Transformer Enabled Time Series Synthesis Alexander Sommers Logan Cummins Sudip Mittal Shahram Rahimi Maria Seale Joseph Jaboure Thomas Arnold AI4TS 33 2 0 04 Jun 2024
A Survey on Diffusion Models for Time Series and Spatio-Temporal Data Yiyuan Yang Ming Jin Haomin Wen Chaoli Zhang Yuxuan Liang ... Bin Yang Zenglin Xu Jiang Bian Shirui Pan Qingsong Wen DiffM AI4TS SyDa 29 7 0 29 Apr 2024
Loss Shaping Constraints for Long-Term Time Series Forecasting Ignacio Hounie Javier Porras-Valenzuela Alejandro Ribeiro AI4TS 20 0 0 14 Feb 2024
SpecSTG: A Fast Spectral Diffusion Framework for Probabilistic Spatio-Temporal Traffic Forecasting Lequan Lin Dai Shi Andi Han Junbin Gao DiffM AI4TS 11 5 0 16 Jan 2024
Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs Ilan Naiman N. Benjamin Erichson Pu Ren Lbnl Michael W. Mahoney ICSI Omri Azencot AI4TS 11 18 0 04 Oct 2023
Multi-Modal Financial Time-Series Retrieval Through Latent Space Projections Tom Bamford Andrea Coletta Elizabeth Fons Sriram Gopalakrishnan Svitlana Vyetrenko T. Balch Manuela Veloso AI4TS 17 10 0 28 Sep 2023
Fully Embedded Time-Series Generative Adversarial Networks Joe Beck S. Chakraborty GAN TTA AI4TS 8 2 0 30 Aug 2023
Conditional Generators for Limit Order Book Environments: Explainability, Challenges, and Robustness Andrea Coletta Joseph Jerome Rahul Savani Svitlana Vyetrenko 17 11 0 22 Jun 2023
Synthetic data, real errors: how (not) to publish and use synthetic data B. V. Breugel Zhaozhi Qian M. Schaar SyDa 57 28 0 16 May 2023
GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks Jinsung Jeon Jeonghak Kim Haryong Song Seunghyeon Cho Noseong Park AI4TS 77 42 0 05 Oct 2022
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models Ahmed Alaa B. V. Breugel Evgeny S. Saveliev M. Schaar 38 186 0 17 Feb 2021
Multi-Time Attention Networks for Irregularly Sampled Time Series Satya Narayan Shukla Benjamin M. Marlin AI4TS 106 179 0 25 Jan 2021
C-RNN-GAN: Continuous recurrent neural networks with adversarial training Olof Mogren GAN 73 508 0 29 Nov 2016