Time Series

SEnsor Alignment for Multivariate Time-Series Unsupervised Domain Adaptation AAAI 2023 Temporal Dependencies in Feature Importance for Time Series Prediction ICLR 2023 WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series AAAI 2023 Back2Future: Leveraging Backfill Dynamics for Improving Real-time Predictions in Future ICLR 2022 CATN: Cross Attentive Tree-Aware Network for Multivariate Time Series Forecasting AAAI 2022 Example or Prototype? Learning Concept-Based Explanations in Time-Series ACML 2022 FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting NeurIPS 2022 Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement NeurIPS 2022 Graph Neural Controlled Differential Equations for Traffic Forecasting AAAI 2022 GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks NeurIPS 2022 Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification ICLR 2022 STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction AAAI 2022 Attentive Neural Point Processes for Event Forecasting AAAI 2021 Clairvoyance: A Pipeline Toolkit for Medical Time Series ICLR 2021 CTS2: Time Series Smoothing with Constrained Reinforcement Learning ACML 2021 DeepSITH: Efficient Learning via Decomposition of What and When Across Time Scales NeurIPS 2021 Deep Switching Auto-Regressive Factorization: Application to Time Series Forecasting AAAI 2021 Detecting Anomalous Event Sequences with Temporal Point Processes NeurIPS 2021 Fairness in Forecasting and Learning Linear Dynamical Systems AAAI 2021 Forecasting Irreversible Disease via Progression Learning CVPR 2021 Predictive Agent-Based Modeling of Natural Disasters Using Machine Learning AAAI 2021 Spatiotemporal Graph Neural Network for Performance Prediction of Photovoltaic Power Systems AAAI 2021 Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting NeurIPS 2020 Deep Rao-Blackwellised Particle Filters for Time Series Forecasting NeurIPS 2020 Forecasting Avian Migration Patterns using a Deep Bidirectional RNN Augmented with an Auxiliary Task IJCAI 2020