TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables Feb 29, 2024 Time Series Time Series Forecasting
Code Code Available Logo-LLM: Local and Global Modeling with Large Language Models for Time Series Forecasting May 16, 2025 Time Series Time Series Forecasting
Code Code Available AutoGluon-TimeSeries: AutoML for Probabilistic Time Series Forecasting Aug 10, 2023 AutoML Philosophy
Code Code Available SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Aug 22, 2023 Time Series Time Series Forecasting
Code Code Available A decoder-only foundation model for time-series forecasting Oct 14, 2023 Decoder Time Series
Code Code Available iTransformer: Inverted Transformers Are Effective for Time Series Forecasting Oct 10, 2023 Time Series Time Series Forecasting
Code Code Available Scaling Up Your Kernels: Large Kernel Design in ConvNets towards Universal Representations Oct 10, 2024 Time Series Forecasting Video Recognition
Code Code Available TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting May 23, 2024 Future prediction Time Series
Code Code Available Long-term Forecasting with TiDE: Time-series Dense Encoder Apr 17, 2023 Anomaly Detection Decoder
Code Code Available A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Nov 27, 2022 Multivariate Time Series Forecasting Representation Learning
Code Code Available aeon: a Python toolkit for learning from time series Jun 20, 2024 Anomaly Detection Model Selection
Code Code Available Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense Mechanisms Jul 19, 2022 Adversarial Attack Multivariate Time Series Forecasting
Code Code Available UniRepLKNet: A Universal Perception Large-Kernel ConvNet for Audio Video Point Cloud Time-Series and Image Recognition Jan 1, 2024 Time Series Time Series Forecasting
Code Code Available BLAST: Balanced Sampling Time Series Corpus for Universal Forecasting Models May 23, 2025 Diversity Time Series
Code Code Available TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods Mar 29, 2024 Benchmarking Multivariate Time Series Forecasting
Code Code Available Unified Training of Universal Time Series Forecasting Transformers Feb 4, 2024 Time Series Time Series Forecasting
Code Code Available Timer: Generative Pre-trained Transformers Are Large Time Series Models Feb 4, 2024 Anomaly Detection Imputation
Code Code Available Timer-XL: Long-Context Transformers for Unified Time Series Forecasting Oct 7, 2024 Time Series Time Series Forecasting
Code Code Available Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts Sep 24, 2024 Computational Efficiency Mixture-of-Experts
Code Code Available Time-LLM: Time Series Forecasting by Reprogramming Large Language Models Oct 3, 2023 Time Series Time Series Forecasting
Code Code Available Are Transformers Effective for Time Series Forecasting? May 26, 2022 Anomaly Detection Relation Extraction
Code Code Available Zero-shot forecasting of chaotic systems Sep 24, 2024 Attribute In-Context Learning
Code Code Available UniTS: A Unified Multi-Task Time Series Model Feb 29, 2024 Anomaly Detection Imputation
Code Code Available Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series Jan 8, 2024 CPU Few-Shot Learning
Code Code Available Efficient Automated Deep Learning for Time Series Forecasting May 11, 2022 AutoML Bayesian Optimization
Code Code Available TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting Mar 14, 2024 Computational Efficiency Mamba
Code Code Available The Rise of Diffusion Models in Time-Series Forecasting Jan 5, 2024 Time Series Time Series Analysis
Code Code Available The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features Jan 6, 2025 Feature Engineering Time Series
Code Code Available FAN: Fourier Analysis Networks Oct 3, 2024 Language Modeling Language Modelling
Code Code Available FilterNet: Harnessing Frequency Filters for Time Series Forecasting Nov 3, 2024 Time Series Time Series Forecasting
Code Code Available Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting Dec 19, 2019 Interpretable Machine Learning Time Series
Code Code Available This Time is Different: An Observability Perspective on Time Series Foundation Models May 20, 2025 Decoder Multivariate Time Series Forecasting
Code Code Available Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting Feb 4, 2024 Time Series Time Series Forecasting
Code Code Available ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer Nov 4, 2024 Position Time Series
Code Code Available OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain May 12, 2025 Multivariate Time Series Forecasting Representation Learning
Code Code Available MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting Oct 2, 2024 Multivariate Time Series Forecasting Multivariate Time Series Forecastingm
Code Code Available Are Language Models Actually Useful for Time Series Forecasting? Jun 22, 2024 Time Series Time Series Forecasting
Code Code Available Ludwig: a type-based declarative deep learning toolbox Sep 17, 2019 Decoder Deep Learning
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 SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion Apr 22, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with 0.1K Parameters Oct 2, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns Sep 27, 2024 Time Series Time Series Forecasting
Code Code Available Is Mamba Effective for Time Series Forecasting? Mar 17, 2024 Computational Efficiency Mamba
Code Code Available Greykite: Deploying Flexible Forecasting at Scale at LinkedIn Jul 15, 2022 Anomaly Detection Time Series
Code Code Available Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting Jan 28, 2025 Specificity 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 SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series Forecasting Apr 23, 2024 Mamba Time Series
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 GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation Oct 14, 2024 Time Series Time Series Forecasting
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