ETT

Electricity Transformer Temperature — a multivariate time-series benchmark for long-horizon forecasting.

Papers using ETT (23)

Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction2025 · 1 citesMSMixer: Learned Multi-Scale Temporal Mixing with Complementary Linear Shortcut for Long-Term Time Series Forecasting2026Rethinking Adam for Time Series Forecasting: A Simple Heuristic to Improve Optimization under Distribution Shifts2026One-for-All: A Lightweight Stabilized and Parameter-Efficient Pre-trained LLM for Time Series Forecasting2026Test-Time Adaptation for Non-stationary Time Series: From Synthetic Regime Shifts to Financial Markets2026A Decomposition-based State Space Model for Multivariate Time-Series Forecasting2026TIFO: Time-Invariant Frequency Operator for Stationarity-Aware Representation Learning in Time Series2026Horizon Activation Mapping for Neural Networks in Time Series Forecasting2026Exploiting the Prior of Generative Time Series Imputation2025IBMA: An Imputation-Based Mixup Augmentation Using Self-Supervised Learning for Time Series Data2025Naga: Vedic Encoding for Deep State Space Models2025TS2Vec-Ensemble: An Enhanced Self-Supervised Framework for Time Series Forecasting2025STaTS: Structure-Aware Temporal Sequence Summarization via Statistical Window Merging2025InvDec: Inverted Decoder for Multivariate Time Series Forecasting with Separated Temporal and Variate Modeling2025Quantum-Optimized Selective State Space Model for Efficient Time Series Prediction2025AdaMixT: Adaptive Weighted Mixture of Multi-Scale Expert Transformers for Time Series Forecasting2025Wavelet-Enhanced Neural ODE and Graph Attention for Interpretable Energy Forecasting2025Output Scaling: YingLong-Delayed Chain of Thought in a Large Pretrained Time Series Forecasting Model2025A Review of the Long Horizon Forecasting Problem in Time Series Analysis2025FATE: Focal-modulated Attention Encoder for Multivariate Time-series Forecasting2024Long-term series forecasting with Query Selector -- efficient model of sparse attention2021 · 4 citesFredNormer: Frequency Domain Normalization for Non-stationary Time Series Forecasting2024 · 1 citesVariational Mode Decomposition and Linear Embeddings are What You Need For Time-Series Forecasting2024