ImageFlowNet: Forecasting Multiscale Image-Level Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images Jun 20, 2024 Decision Making Medical Image Analysis
Code Code Available Improved Online Conformal Prediction via Strongly Adaptive Online Learning Feb 15, 2023 Conformal Prediction image-classification
Code Code Available How Much Can Time-related Features Enhance Time Series Forecasting? Dec 2, 2024 Computational Efficiency Time Series
Code Code Available Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Jan 9, 2025 Test-time Adaptation Time Series
Code Code Available Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks Feb 22, 2022 Domain Adaptation Time Series
Code Code Available Inductive Graph Neural Networks for Spatiotemporal Kriging Jun 13, 2020 Graph Neural Network Time Series
Code Code Available Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series Feb 7, 2024 Prediction Intervals Time Series
Code Code Available A Comprehensive Survey of Regression Based Loss Functions for Time Series Forecasting Nov 5, 2022 Anomaly Detection regression
Code Code Available Benchmarks and Custom Package for Energy Forecasting Jul 14, 2023 Feature Engineering Load Forecasting
Code Code Available BasisFormer: Attention-based Time Series Forecasting with Learnable and Interpretable Basis Oct 31, 2023 Contrastive Learning Self-Supervised Learning
Code Code Available A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective Feb 15, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available Hierarchical Classification Auxiliary Network for Time Series Forecasting May 29, 2024 Classification Time Series
Code Code Available Adjusting for Autocorrelated Errors in Neural Networks for Time Series Jan 28, 2021 Time Series Time Series Analysis
Code Code Available BACKTIME: Backdoor Attacks on Multivariate Time Series Forecasting Oct 3, 2024 Epidemiology Multivariate Time Series Forecasting
Code Code Available An Analysis of Linear Time Series Forecasting Models Mar 21, 2024 Form regression
Code Code Available Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Dec 14, 2020 Decoder Multivariate Time Series Forecasting
Code Code Available Graph Neural Networks for Improved El Niño Forecasting Dec 2, 2020 Deep Learning Multivariate Time Series Forecasting
Code Code Available Graph Neural Controlled Differential Equations for Traffic Forecasting Dec 7, 2021 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting May 30, 2023 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available Graph-based Time Series Clustering for End-to-End Hierarchical Forecasting May 30, 2023 Clustering Time Series
Code Code Available LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting May 16, 2024 In-Context Learning Time Series
Code Code Available Learning Fast and Slow for Online Time Series Forecasting Feb 23, 2022 Time Series Time Series Analysis
Code Code Available Handling Concept Drift in Global Time Series Forecasting Apr 4, 2023 Time Series Time Series Forecasting
Code Code Available auto-sktime: Automated Time Series Forecasting Dec 13, 2023 AutoML Bayesian Optimization
Code Code Available A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint Prediction Jan 31, 2024 Decoder Graph Learning
Code Code Available LETS Forecast: Learning Embedology for Time Series Forecasting Jun 6, 2025 Future prediction Time Series
Code Code Available Client: Cross-variable Linear Integrated Enhanced Transformer for Multivariate Long-Term Time Series Forecasting May 30, 2023 Decoder Time Series
Code Code Available LightCTS: A Lightweight Framework for Correlated Time Series Forecasting Feb 23, 2023 Computational Efficiency Correlated Time Series Forecasting
Code Code Available An Experimental Review on Deep Learning Architectures for Time Series Forecasting Mar 22, 2021 Deep Learning Time Series
Code Code Available LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters Aug 16, 2023 Chatbot Multivariate Time Series Forecasting
Code Code Available Autoregressive Moving-average Attention Mechanism for Time Series Forecasting Oct 4, 2024 Decoder Time Series
Code Code Available Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting May 24, 2025 Time Series Time Series Forecasting
Code Code Available HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting Feb 12, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available Unlocking the Potential of Deep Learning in Peak-Hour Series Forecasting Jul 4, 2023 Decoder Time Series
Code Code Available Instance-wise Graph-based Framework for Multivariate Time Series Forecasting Sep 14, 2021 Multivariate Time Series Forecasting Time Series
Code Code Available LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting Oct 21, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting May 20, 2023 Time Series Time Series Forecasting
Code Code Available Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting Jun 28, 2022 Graph Neural Network Multivariate Time Series Forecasting
Code Code Available FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts Jan 25, 2025 Mixture-of-Experts Prediction
Code Code Available Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting Dec 11, 2024 Adversarial Attack Time Series
Code Code Available An Open Source and Reproducible Implementation of LSTM and GRU Networks for Time Series Forecasting Jun 22, 2022 Time Series Time Series Analysis
Code Code Available MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Dec 12, 2022 Decoder Graph Learning
Code Code Available Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization Jun 29, 2024 Dynamic Time Warping Prediction
Code Code Available CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting Sep 15, 2021 Decision Making Probabilistic Time Series Forecasting
Code Code Available Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations May 1, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available MFRFNN: Multi-Functional Recurrent Fuzzy Neural Network for Chaotic Time Series Prediction Aug 1, 2022 Prediction Stock Price Prediction
Code Code Available FrAug: Frequency Domain Augmentation for Time Series Forecasting Feb 18, 2023 Anomaly Detection Data Augmentation
Code Code Available Time series forecasting with Gaussian Processes needs priors Sep 17, 2020 Gaussian Processes Time Series
Code Code Available ForecastNet: A Time-Variant Deep Feed-Forward Neural Network Architecture for Multi-Step-Ahead Time-Series Forecasting Feb 11, 2020 Deep Learning Time Series
Code Code Available ForecastPFN: Synthetically-Trained Zero-Shot Forecasting Nov 3, 2023 Bayesian Inference Time Series
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