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Workshop
Contrastive Representations Make Planning Easy
Benjamin Eysenbach · Vivek Myers · Sergey Levine · Russ Salakhutdinov
Workshop
JoLT: Jointly Learned Representations of Language and Time-Series
Yifu Cai · Mononito Goswami · Arjun Choudhry · Arvind Srinivasan · Artur Dubrawski
Poster
Thu 8:45 Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series
Yihe Wang · Yu Han · Haishuai Wang · Xiang Zhang
Workshop
Predictive variational autoencoder for learning robust representations of time-series data
Julia Wang · Dexter Tsin · Tatiana Engel
Workshop
Predictive variational autoencoder for learning robust representations of time-series data
Julia Wang · Dexter Tsin · Tatiana Engel
Poster
Wed 8:45 On the Constrained Time-Series Generation Problem
Andrea Coletta · Sriram Gopalakrishnan · Daniel Borrajo · Svitlana Vyetrenko
Poster
Thu 15:00 BioMassters: A Benchmark Dataset for Forest Biomass Estimation using Multi-modal Satellite Time-series
Andrea Nascetti · Ritu Yadav · Kirill Brodt · Qixun Qu · Hongwei Fan · Yuri Shendryk · Isha Shah · Christine Chung
Workshop
Sat 9:25 Algebraic Design of Physical Computing System for Time-Series Generation
Mizuka Komatsu · Takaharu Yaguchi · Kohei Nakajima
Workshop
Synthetic Health-related Longitudinal Data with Mixed-type Variables Generated using Diffusion Models
Nicholas Kuo · Louisa Jorm · Sebastiano Barbieri
Poster
Thu 8:45 SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling
Jiaxiang Dong · Jiaxiang Dong · Haixu Wu · Haoran Zhang · Li Zhang · Jianmin Wang · Mingsheng Long
Poster
Thu 15:00 Encoding Time-Series Explanations through Self-Supervised Model Behavior Consistency
Owen Queen · Tom Hartvigsen · Teddy Koker · Huan He · Theodoros Tsiligkaridis · Marinka Zitnik
Workshop
Neural Differential Recurrent Neural Network with Adaptive Time Steps
Yixuan Tan · Liyan Xie · Xiuyuan Cheng