Methods

Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting AISTATS 2022 Learning Temporal Point Processes for Efficient Retrieval of Continuous Time Event Sequences AAAI 2022 Light Agents Searching for Hot Information IJCAI 2022 LIMESegment: Meaningful, Realistic Time Series Explanations AISTATS 2022 LIMREF: Local Interpretable Model Agnostic Rule-Based Explanations for Forecasting, with an Application to Electricity Smart Meter Data AAAI 2022 LSAR: Efficient Leverage Score Sampling Algorithm for the Analysis of Big Time Series Data JMLR 2022 Memory Augmented State Space Model for Time Series Forecasting IJCAI 2022 MIMICause: Representation and automatic extraction of causal relation types from clinical notes ACL 2022 Mitigating Low Agricultural Productivity of Smallholder Farms in Africa: Time-Series Forecasting for Environmental Stressors AAAI 2022 Modeling Irregular Time Series with Continuous Recurrent Units ICML 2022 Multi-Scale Anomaly Detection for Time Series with Attention-based Recurrent Autoencoders ACML 2022 Multi-Task Dynamical Systems JMLR 2022 Multivariate Boosted Trees and Applications to Forecasting and Control JMLR 2022 Multivariate Time-Series Forecasting with Temporal Polynomial Graph Neural Networks NeurIPS 2022 Mutual Distillation Learning Network for Trajectory-User Linking IJCAI 2022 Network Regression with Graph Laplacians JMLR 2022 Neural Contextual Anomaly Detection for Time Series IJCAI 2022 Nonstationary multi-output Gaussian processes via harmonizable spectral mixtures AISTATS 2022 Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting NeurIPS 2022 NU HLT at CMCL 2022 Shared Task: Multilingual and Crosslingual Prediction of Human Reading Behavior in Universal Language Space ACL 2022 Nystrom Regularization for Time Series Forecasting JMLR 2022 On the Effectiveness of Persistent Homology NeurIPS 2022 On the Robustness of CountSketch to Adaptive Inputs ICML 2022 Optimal partition recovery in general graphs AISTATS 2022 Order-Invariant Cardinality Estimators Are Differentially Private NeurIPS 2022