Official Code for the NeurIPS'25 paper: Selective Learning for Deep Time Series Forecasting
☆38Nov 7, 2025Updated 9 months ago
Alternatives and similar repositories for selective-learning
Users that are interested in selective-learning are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Code for our SIGKDD'25 paper BLAST: Balanced Sampling Time Series Corpus for Universal Forecasting Models.☆26May 26, 2025Updated last year
- CIKM'24: Channel-Aware Low-Rank Adaptation for Long-term Series Forecasting☆16May 3, 2025Updated last year
- Code for our SIGKDD'25 paper Merlin: Multi-View Representation Learning for Robust Multivariate Time Series Forecasting with Unfixed Miss…☆21Jun 17, 2025Updated last year
- [KDD 2026] Official implementation of "TimeDistill: Efficient Long-Term Time Series Forecasting with MLPs via Cross-Architecture Distilla…☆31Mar 22, 2026Updated 4 months ago
- The code for TFPS☆70Nov 8, 2024Updated last year
- 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.
- The main code of our proposed multi-resolution interactive transformer☆11May 16, 2025Updated last year
- [NeurIPS-25] How Different from the Past? Spatio-Temporal Time Series Forecasting with Self-Supervised Deviation Learning☆32Mar 9, 2026Updated 5 months ago
- Code for paper <Evolving Multi-Scale Normalization for Time Series Forecasting Under Distribution Shifts>☆14Jan 3, 2025Updated last year
- Adaptive Sparse Attention and Robust Learning for Multimodal Dynamic Time Series☆19Mar 23, 2026Updated 4 months ago
- Official implementation for "CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting" (I…☆27May 6, 2025Updated last year
- [SIGSPATIAL 2025 Best Paper Award] Official implement of XXLTraffic: Expanding and Extremely Long Traffic Forecasting beyond Test Adaptat…☆30Jun 19, 2026Updated last month
- STLAformer for traffic flow forecasting☆17Nov 20, 2025Updated 8 months ago
- PyTorch Implementation of "TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting" (ICML 2025)☆119Jun 27, 2025Updated last year
- [KDD'24] Official code for our paper "Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting".☆82Sep 4, 2024Updated 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.
- Welcome to the official repository of **MixLinear**, the ICLR 2026 paper.☆49Apr 24, 2026Updated 3 months ago
- Pytorch implementation of NeurIPS'25 paper: Improving Time Series Forecasting via Instance-aware Post-hoc Revision☆51Oct 26, 2025Updated 9 months ago
- ☆24Nov 29, 2024Updated last year
- [AAAI 2026] Official implementation of "Time Series Forecasting via Direct Per-Step Probability Distribution Modeling"☆36Dec 10, 2025Updated 8 months ago
- Time-HD-Lib: A Library for High-Dimensional Time Series Forecasting☆53Jan 26, 2026Updated 6 months ago
- Official implementation of TGTSF in "Beyond Trend and Periodicity: Guiding Time Series Forecasting with Textual Cues"☆45Apr 22, 2025Updated last year
- [SIGKDD'2025] Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective☆84Nov 30, 2025Updated 8 months ago
- Code acompaning the paper titled "Mamba time series forecasting with uncertainty quantification"☆23Aug 8, 2025Updated last year
- [TITS2025] Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction☆41Sep 2, 2025Updated 11 months ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- [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 2025] Official Implementation of "TS-LIF: A Temporal Segment Spiking Neuron Network for Time Series Forecasting"☆27Mar 10, 2025Updated last year
- Code for our CIKM'23 paper DSformer: A Double Sampling Transformer for Multivariate Time Series Long-term Prediction☆81Nov 2, 2023Updated 2 years ago
- Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation (AAAI 2025)☆50Mar 7, 2025Updated last year
- [NeurIPS 2024 Spotlight] Official Code of the paper "Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Foreca…☆16Dec 24, 2024Updated last year
- Code for our SIGKDD'24 paper GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing☆96Mar 12, 2025Updated last year
- [AAAI'26] Code for paper "Meta Dynamic Graph for Traffic Flow Prediction".☆17Jan 15, 2026Updated 6 months ago
- [KDD 2025] TimeCapsule☆19May 9, 2026Updated 3 months ago
- MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification [AAAI 2025]☆41Apr 15, 2025Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- A novel time series forecasting method, Times2D, transforms 1D data into 2D space using multi-period decomposition and derivative heatmap…☆35Nov 13, 2025Updated 8 months ago
- Uncertainty Quantification for Deep Spatiotemporal Forecasting☆24Sep 5, 2024Updated 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
- [WWW 2026 Accepted] GFMixer: Decoupled Temporal Gradient and Fourier-Aware Attention for Time Series Forecasting☆15Jun 22, 2026Updated last month
- Shapelet-Driven Post Hoc Explanations for Time Series Classification Models☆37Oct 21, 2025Updated 9 months ago
- The code for FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting☆29May 11, 2025Updated last year
- [IJCAI-24] Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting☆258Mar 9, 2026Updated 5 months ago