The Rise of Diffusion Models in Time-Series Forecasting Jan 5, 2024 Time Series Time Series Analysis
Code Code Available UniRepLKNet: A Universal Perception Large-Kernel ConvNet for Audio, Video, Point Cloud, Time-Series and Image Recognition Nov 27, 2023 Image Classification Object Detection
Code Code Available Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting Oct 12, 2023 Decoder Probabilistic Time Series Forecasting
Code Code Available Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis Oct 9, 2023 Benchmarking Multivariate Time Series Forecasting
Code Code Available Greykite: Deploying Flexible Forecasting at Scale at LinkedIn Jul 15, 2022 Anomaly Detection Time Series
Code Code Available Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting Dec 19, 2019 Interpretable Machine Learning Time Series
Code Code Available Ludwig: a type-based declarative deep learning toolbox Sep 17, 2019 Decoder Deep Learning
Code Code Available GluonTS: Probabilistic Time Series Models in Python Jun 12, 2019 Anomaly Detection Time Series
Code Code Available Probabilistic Forecasting with Temporal Convolutional Neural Network Jun 11, 2019 Multivariate Time Series Forecasting Probabilistic Time Series Forecasting
Code Code Available N-BEATS: Neural basis expansion analysis for interpretable time series forecasting May 24, 2019 Time Series Time Series Analysis
Code Code Available MoFE-Time: Mixture of Frequency Domain Experts for Time-Series Forecasting Models Jul 9, 2025 Mixture-of-Experts Time Series
Code Code Available Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs Jun 12, 2025 Philosophy Prompt Engineering
Code Code Available TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state May 27, 2025 Mamba Time Series
Code Code Available Temporal Query Network for Efficient Multivariate Time Series Forecasting May 19, 2025 Correlated Time Series Forecasting Multivariate Time Series Forecasting
Code Code Available Non-stationary Diffusion For Probabilistic Time Series Forecasting May 7, 2025 Denoising Probabilistic Time Series Forecasting
Code Code Available Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation May 4, 2025 Knowledge Distillation Multivariate Time Series Forecasting
Code Code Available ZAPBench: A Benchmark for Whole-Brain Activity Prediction in Zebrafish Mar 4, 2025 Activity Prediction Multivariate Time Series Forecasting
Code Code Available Patch-wise Structural Loss for Time Series Forecasting Mar 2, 2025 Time Series Time Series Forecasting
Code Code Available FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting Feb 26, 2025 Model Selection Time Series
Code Code Available TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting Feb 10, 2025 Representation Learning Time Series
Code Code Available TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting Jan 22, 2025 Clustering Time Series
Code Code Available xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Dec 23, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting Dec 22, 2024 Financial Analysis Load Forecasting
Code Code Available Financial Fine-tuning a Large Time Series Model Dec 13, 2024 Image Generation Prediction
Code Code Available Auto-Regressive Moving Diffusion Models for Time Series Forecasting Dec 12, 2024 Time Series Time Series Forecasting
Code Code Available Proactive Model Adaptation Against Concept Drift for Online Time Series Forecasting Dec 11, 2024 Time Series Time Series Forecasting
Code Code Available Retrieval Augmented Time Series Forecasting Nov 12, 2024 RAG Retrieval
Code Code Available Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting Oct 31, 2024 Time Series Time Series Forecasting
Code Code Available Retrieval-Augmented Diffusion Models for Time Series Forecasting Oct 24, 2024 Denoising Retrieval
Code Code Available Context is Key: A Benchmark for Forecasting with Essential Textual Information Oct 24, 2024 Decision Making Time Series
Code Code Available xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories Oct 22, 2024 Multivariate Time Series Forecasting Temporal Sequences
Code Code Available Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift Oct 13, 2024 Time Series Time Series Forecasting
Code Code Available TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting Oct 6, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Frequency Adaptive Normalization For Non-stationary Time Series Forecasting Sep 30, 2024 Time Series Time Series Forecasting
Code Code Available Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective Sep 27, 2024 Time Series Time Series Forecasting
Code Code Available PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting Sep 26, 2024 Time Series Time Series Forecasting
Code Code Available From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection Sep 26, 2024 Time Series Time Series Forecasting
Code Code Available DeTPP: Leveraging Object Detection for Robust Long-Horizon Event Prediction Aug 23, 2024 Diversity Point Processes
Code Code Available KAN4TSF: Are KAN and KAN-based models Effective for Time Series Forecasting? Aug 21, 2024 Mixture-of-Experts Time Series
Code Code Available PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Aug 20, 2024 Multivariate Time Series Forecasting Temporal Sequences
Code Code Available xLSTMTime : Long-term Time Series Forecasting With xLSTM Jul 14, 2024 Time Series Time Series Forecasting
Code Code Available ViTime: A Visual Intelligence-Based Foundation Model for Time Series Forecasting Jul 10, 2024 Time Series Time Series Analysis
Code Code Available How far are today's time-series models from real-world weather forecasting applications? Jun 20, 2024 Benchmarking Time Series
Code Code Available HoTPP Benchmark: Are We Good at the Long Horizon Events Forecasting? Jun 20, 2024 Benchmarking Point Processes
Code Code Available Fredformer: Frequency Debiased Transformer for Time Series Forecasting Jun 13, 2024 Time Series Time Series Forecasting
Code Code Available Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis Jun 12, 2024 Time Series Time Series Analysis
Code Code Available Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting Jun 6, 2024 Computational Efficiency Data Integration
Code Code Available A Temporal Kolmogorov-Arnold Transformer for Time Series Forecasting Jun 4, 2024 Decoder Kolmogorov-Arnold Networks
Code Code Available TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment Jun 3, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Are Self-Attentions Effective for Time Series Forecasting? May 27, 2024 Time Series Time Series Forecasting
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