[AAAI 2026] Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing
☆46Jan 27, 2026Updated 7 months ago
Alternatives and similar repositories for DTAF
Users that are interested in DTAF are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- The official implementation of "FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts"☆56Mar 17, 2025Updated last year
- [AAAI 2026] Official repository of the EMAformer paper: "EMAformer: Enhancing Transformer through Embedding Armor for Time Series Forecas…☆43Dec 3, 2025Updated 8 months ago
- [AAAI 2026 Oral] Rethinking Irregular Time Series Forecasting: A Simple yet Effective Baseline☆63Apr 22, 2026Updated 4 months ago
- [AAAI 2026] Official implementation of "TimeMosaic: Information-Density Guided Time Series Forecasting via Adaptive Granularity Patch and…☆78Mar 24, 2026Updated 5 months ago
- [KDD 2025 Most Influential Paper] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆291May 12, 2026Updated 3 months ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- [NeurIPS 2025 Spotlight] Enhancing Time Series Forecasting through Selective Representation Spaces: A Patch Perspective☆64Jan 6, 2026Updated 7 months ago
- The code for FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting☆29May 11, 2025Updated last year
- [ICLR 2026] GCGNet: Graph-Consistent Generative Network for Time Series Forecasting with Exogenous Variables☆24Mar 10, 2026Updated 5 months ago
- [NeurIPS 2025] DBLoss: Decomposition-based Loss Function for Time Series Forecasting☆43Mar 12, 2026Updated 5 months ago
- Time Series Transformer for Crop Modeling☆19Jun 30, 2026Updated 2 months ago
- [ICML 2025 Spotlight] K²VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting☆56Jul 31, 2025Updated last year
- Implementation for the AAAI '26 paper "T3Time: Tri-Modal Time Series Forecasting via Adaptive Multi-Head Alignment and Residual Fusion"☆64Dec 6, 2025Updated 8 months ago
- Official implementation of the paper "Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting".☆33Mar 11, 2026Updated 5 months ago
- Official implement of CIKM '25 paper: BALM-TSF☆17Nov 25, 2025Updated 9 months ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- [ICDE 2026] Code for "FusAD: Time-Frequency Fusion with Adaptive Denoising for General Time Series Analysis".☆22Dec 17, 2025Updated 8 months ago
- [WWW 2026 Accepted] GFMixer: Decoupled Temporal Gradient and Fourier-Aware Attention for Time Series Forecasting☆15Jun 22, 2026Updated 2 months ago
- PhaseFormer's official implementation, compatible with TSL.☆29Mar 10, 2026Updated 5 months ago
- Official implementation of "DDN: Dual-domain Dynamic Normalization for Non-stationary Time Series Forecasting" (NeurIPS 2024)☆26Oct 28, 2024Updated last year
- ☆47Jan 12, 2025Updated last year
- [AAAI Oral 2026] This is the official code of our Paper "Sonnet: Spectral Operator Neural Network for Multivariable Time Series Forecasti…☆57Mar 20, 2026Updated 5 months ago
- ☆69Dec 30, 2025Updated 8 months ago
- [ICML 2025] Official repository of the TQNet paper: "Temporal Query Network for Efficient Multivariate Time Series Forecasting". This wor…☆117May 6, 2026Updated 3 months ago
- [ICML 2026] DAG: A Dual Correlation Network for Time Series Forecasting with Exogenous Variables☆48May 15, 2026Updated 3 months ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- ☆99Jul 18, 2026Updated last month
- PyTorch Implementation of "Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting" (AAAI 2025)☆138Mar 19, 2025Updated last year
- This is an official repository for "Multi-Modal View Enhanced Large Vision Models for Long-Term Time Series Forecasting".☆30Jan 2, 2026Updated 7 months ago
- WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting (AAAI-2025)☆87Jun 17, 2026Updated 2 months ago
- [ICLR 2026] Aurora: Towards Universal Generative Multimodal Time Series Forecasting☆73Apr 29, 2026Updated 4 months ago
- Official implementation of MMPD: Diverse Time Series Forecasting via Multi-Mode Patch Diffusion Loss (ICLR 2026).☆17Apr 3, 2026Updated 4 months ago
- Beyond MSE: Ordinal Cross-Entropy for Probabilistic Time Series Forecasting☆18Nov 17, 2025Updated 9 months ago
- A novel time series forecasting method, Times2D, transforms 1D data into 2D space using multi-period decomposition and derivative heatmap…☆35Nov 13, 2025Updated 9 months ago
- The PyTorch implementation of the paper "AutoCTS: Automated Correlated Time Series Forecasting".☆19Jan 21, 2022Updated 4 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Code for paper <Evolving Multi-Scale Normalization for Time Series Forecasting Under Distribution Shifts>☆14Jan 3, 2025Updated last year
- The official PyTorch implementation of our NeurIPS'25 paper: Synthetic Series-Symbol Data Generation for Time Series Foundation Models.☆22Nov 13, 2025Updated 9 months ago
- [ICLR 2026] Official implementation for "Enhancing Multivariate Time Series Forecasting with Global Temporal Retrieval"☆22Apr 5, 2026Updated 4 months ago
- Single-Source Domain Generalization for Bearing Fault Diagnosis Using Feature-Augmented Adaptive Neuro-Fuzzy Inference System☆12Apr 13, 2024Updated 2 years ago
- PyTorch Implementation of "FinMamba: Market-Aware Graph Enhanced Multi-Level Mamba for Stock Movement Prediction" (KDD 2026 Workshop Oral…☆62Jun 23, 2026Updated 2 months ago
- ☆17Apr 4, 2023Updated 3 years ago
- The code for TFPS☆71Nov 8, 2024Updated last year