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Workshop
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Fri 13:00
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Improving Counterfactual Explanations for Time Series Classification Models in Healthcare Settings
Tina Han · Jette Henderson · Pedram Akbarian Saravi · Joydeep Ghosh
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Poster
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Tue 14:00
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PulseImpute: A Novel Benchmark Task for Pulsative Physiological Signal Imputation
Maxwell Xu · Alexander Moreno · Supriya Nagesh · Varol Aydemir · David Wetter · Santosh Kumar · James Rehg
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Poster
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Wed 14:00
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Multivariate Time-Series Forecasting with Temporal Polynomial Graph Neural Networks
Yijing Liu · Qinxian Liu · Jian-Wei Zhang · Haozhe Feng · Zhongwei Wang · Zihan Zhou · Wei Chen
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Poster
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Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement
Yan Li · Xinjiang Lu · Yaqing Wang · Dejing Dou
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Workshop
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Fri 8:10
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Exploiting Variable Correlation with Masked Modeling for Anomaly Detection in Time Series
Panagiotis Lymperopoulos · Yukun Li · Liping Liu
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Workshop
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Fri 9:00
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A Framework for the Evaluation of Clinical Time Series Models
Michael Gao · Jiayu Yao · Ricardo Henao
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Workshop
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Fri 14:00
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Panel Discussion: Challenges and lessons learned in deploying ML time series models
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Poster
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SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction
Minhao LIU · Ailing Zeng · Muxi Chen · Zhijian Xu · Qiuxia LAI · Lingna Ma · Qiang Xu
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Poster
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Thu 14:00
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Deep Counterfactual Estimation with Categorical Background Variables
Edward De Brouwer
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Workshop
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Neural Inference of Gaussian Processes for Time Series Data of Quasars
Egor Danilov · Aleksandra Ciprijanovic · Brian Nord
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Workshop
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Fri 12:15
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Comparison of Uncertainty Quantification in Time Series Regression
Levente Foldesi · Matias Valdenegro-Toro
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Poster
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Wed 14:00
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LSAR: Efficient Leverage Score Sampling Algorithm for the Analysis of Big Time Series Data
Ali Eshragh · Fred Roosta · Asef Nazari · Michael Mahoney
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