Inference via Interpolation: Contrastive Representations Provably Enable Planning and Inferenceby Benjamin Eysenbach, Vivek Myers, Ruslan…
RATSF: Empowering Customer Service Volume Management through Retrieval-Augmented Time-Series Forecastingby Tianfeng Wang, Gaojie CuiFirst submitted…
Conformal prediction for multi-dimensional time series by ellipsoidal setsby Chen Xu, Hanyang Jiang, Yao XieFirst…
Towards Controllable Time Series Generationby Yifan Bao, Yihao Ang, Qiang Huang, Anthony K. H. Tung,…
InjectTST: A Transformer Method of Injecting Global Information into Independent Channels for Long Time Series…
Unsupervised Spatio-Temporal State Estimation for Fine-grained Adaptive Anomaly Diagnosis of Industrial Cyber-physical Systemsby Haili Sun,…
Time Weaver: A Conditional Time Series Generation Modelby Sai Shankar Narasimhan, Shubhankar Agarwal, Oguzhan Akcin,…
Towards Foundation Time Series Model: To Synthesize Or Not To Synthesize?by Kseniia Kuvshinova, Olga Tsymboi,…
Soft-constrained Schrodinger Bridge: a Stochastic Control Approachby Jhanvi Garg, Xianyang Zhang, Quan ZhouFirst submitted to…
Diffusion-TS: Interpretable Diffusion for General Time Series Generationby Xinyu Yuan, Yan QiaoFirst submitted to arxiv…