EQTPartners / TSDELinks
TSDE is a novel SSL framework for TSRL, the first of its kind, effectively harnessing a diffusion process, conditioned on an innovative dual-orthogonal Transformer encoder architecture with a crossover mechanism, and employing a unique IIF mask strategy (KDD 2024, main research track).
☆32Updated last year
Alternatives and similar repositories for TSDE
Users that are interested in TSDE are comparing it to the libraries listed below
Sorting:
- ☆71Updated last year
- [ICLR'24] Official PyTorch Implementation of ContraLSP☆31Updated last year
- TSDE is a novel SSL framework for TSRL, the first of its kind, effectively harnessing a diffusion process, conditioned on an innovative d…☆55Updated last year
- ☆48Updated 2 years ago
- The code for the paper "[ICLR'24]MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process"☆57Updated last year
- ☆97Updated 3 years ago
- Official implement for "PGN: The RNN’s New Successor is Effective for Long-Range Time Series Forecasting"(NeurIPS 2024) in PyTorch.☆86Updated 10 months ago
- ☆21Updated last year
- This is the pytorch implementation of Basisformer in the Neurips paper: [BasisFormer: Attention-based Time Series Forecasting with Learna…☆98Updated 11 months ago
- Official implementation of TGTSF in "Beyond Trend and Periodicity: Guiding Time Series Forecasting with Textual Cues"☆46Updated 6 months ago
- [NeurIPS 2023] The official repo for the paper: "Time Series as Images: Vision Transformer for Irregularly Sampled Time Series"."☆157Updated last year
- Codes for "Retrieval-Augmented Diffusion Models for Time Series Forecasting"☆78Updated last year
- Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation (AAAI 2025)☆26Updated 7 months ago
- [ICML 2025] Official implementation of "AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasti…☆39Updated 4 months ago
- ☆118Updated 4 months ago
- [official] PyTorch implementation of TimeVQVAE from the paper ["Vector Quantized Time Series Generation with a Bidirectional Prior Model"…☆151Updated 8 months ago
- A repository containing the implementations about our machine learning researches on sequence data and sequential decision making.☆110Updated last year
- ☆41Updated last year
- ☆42Updated last year
- [ICLR 2024] Official code of RobustTSF☆21Updated last year
- ☆46Updated last year
- [ICML'24] Official PyTorch Implementation of TimeX++☆26Updated 11 months ago
- This is an official PyTorch implementation of the NeurIPS 2023 paper 《OneNet: Enhancing Time Series Forecasting Models under Concept Drif…☆122Updated 11 months ago
- State-of-art Foundational Time-series models☆30Updated last week
- Code for paper titled "Learning Latent Seasonal-Trend Representations for Time Series Forecasting" in NeurIPS 2022☆81Updated 3 years ago
- MHCCL: Masked Hierarchical Cluster-wise Contrastive Learning for Multivariate Time Series - a PyTorch Version (AAAI-2023)☆43Updated last year
- ☆42Updated 3 years ago
- Official Code of TESTAM: A Time-Enhanced Spatio-Temporal Attention Model with Mixture of Experts☆63Updated last year
- [AAAI 2025] Official Implementation of "Auto-Regressive Moving Diffusion Models for Time Series Forecasting"☆98Updated 8 months ago
- "Self-Supervised Contrastive Learning for Long-term Forecasting", accepted at International Conference on Learning Representations (ICLR)…☆79Updated last year