[AAAI 2026 Oral] Rethinking Irregular Time Series Forecasting: A Simple yet Effective Baseline
☆63Apr 22, 2026Updated 4 months ago
Alternatives and similar repositories for APN
Users that are interested in APN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 🔬 A Researcher&Agent-Friendly Framework for Time Series Analysis. Train Any Model on Any Dataset!☆96Updated this week
- [NeurIPS 2025 Spotlight] Enhancing Time Series Forecasting through Selective Representation Spaces: A Patch Perspective☆64Jan 6, 2026Updated 7 months ago
- [AAAI 2026] Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing☆46Jan 27, 2026Updated 7 months ago
- This is an official pytorch implementation for paper "Hi-Patch: Hierarchical Patch GNN for Irregular Multivariate Time Series" (ICML-25).☆19May 2, 2025Updated last year
- [NeurIPS 2025] DBLoss: Decomposition-based Loss Function for Time Series Forecasting☆43Mar 12, 2026Updated 5 months ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- An awesome project on irregular time series and incomplete time series☆122Aug 2, 2026Updated 3 weeks ago
- [KDD 2025 Most Influential Paper] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting☆291May 12, 2026Updated 3 months ago
- A benchmark dataset for Irregular Multimodal Multivariate Time Series, introduced in the NeurIPS 2025 paper “Time-IMM: A Dataset and Benc…☆24Jan 5, 2026Updated 7 months ago
- [AAAI 2026] Official repository of the EMAformer paper: "EMAformer: Enhancing Transformer through Embedding Armor for Time Series Forecas…☆43Dec 3, 2025Updated 8 months ago
- [ICLR 2026] GCGNet: Graph-Consistent Generative Network for Time Series Forecasting with Exogenous Variables☆24Mar 10, 2026Updated 5 months ago
- ☆52Aug 6, 2025Updated last year
- PhaseFormer's official implementation, compatible with TSL.☆29Mar 10, 2026Updated 5 months ago
- Beyond MSE: Ordinal Cross-Entropy for Probabilistic Time Series Forecasting☆18Nov 17, 2025Updated 9 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
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- [ICML 2026] DAG: A Dual Correlation Network for Time Series Forecasting with Exogenous Variables☆48May 15, 2026Updated 3 months ago
- [ICML 2025 Spotlight] K²VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting☆56Jul 31, 2025Updated last year
- [AAAI 2026] Official implementation of "TimeMosaic: Information-Density Guided Time Series Forecasting via Adaptive Granularity Patch and…☆78Mar 24, 2026Updated 5 months ago
- The code for TFPS☆71Nov 8, 2024Updated last year
- Expert Systems with Applications (ESWA - JCR Q1, SCI Q1)☆13Jul 19, 2025Updated last year
- [ICDE 2026] Code for "FusAD: Time-Frequency Fusion with Adaptive Denoising for General Time Series Analysis".☆22Dec 17, 2025Updated 8 months ago
- ☆21Feb 26, 2024Updated 2 years ago
- Official implementation for "CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting" (I…☆27May 6, 2025Updated last year
- Time Series Transformer for Crop Modeling☆19Jun 30, 2026Updated last month
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- ☆20May 6, 2024Updated 2 years ago
- ☆17May 2, 2025Updated last year
- The implementation of "TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis"☆18May 22, 2025Updated last year
- ⚠️ migrated to https://github.com/Ladbaby/PyOmniTS A Researcher-Friendly Framework for Time Series Analysis. Train Any Model on Any Datas…☆19Sep 16, 2025Updated 11 months ago
- ☆69Dec 30, 2025Updated 8 months ago
- Source code and datasets for DualCD☆15Feb 3, 2026Updated 6 months ago
- Official implementation of MMPD: Diverse Time Series Forecasting via Multi-Mode Patch Diffusion Loss (ICLR 2026).☆17Apr 3, 2026Updated 4 months ago
- ☆36May 23, 2025Updated last year
- The code for FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting☆29May 11, 2025Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- 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 for ICML24 paper "Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks …☆138Nov 28, 2025Updated 9 months ago
- The project for KDD24 paper 'Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Networks…☆31Aug 28, 2024Updated 2 years ago
- ☆21Mar 23, 2026Updated 5 months ago
- [KDD 2025] TimeCapsule☆19May 9, 2026Updated 3 months ago
- Official implementation for AAAI 2026 paper: SimDiff: Simpler Yet Better Diffusion Model for Time Series Point Forecasting☆23Nov 25, 2025Updated 9 months ago
- The official implementation of "FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts"☆56Mar 17, 2025Updated last year