Time Series Forecasting Transformers Transformer Models

Tools applying transformer architectures to time series forecasting tasks, including LSTF, energy/weather prediction, and temporal modeling. Does NOT include general time series analysis, non-transformer forecasting methods, or transformers applied to other domains.

There are 66 time series forecasting transformers models tracked. 1 score above 70 (verified tier). The highest-rated is amazon-science/chronos-forecasting at 71/100 with 4,920 stars. 1 of the top 10 are actively maintained.

Get all 66 projects as JSON

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#	Model	Score	Tier	Stars	Language
1	amazon-science/chronos-forecasting Chronos: Pretrained Models for Time Series Forecasting	71	Verified	4,920	Python
2	SalesforceAIResearch/uni2ts Unified Training of Universal Time Series Forecasting Transformers	58	Established	1,436	Jupyter Notebook
3	moment-timeseries-foundation-model/moment MOMENT: A Family of Open Time-series Foundation Models, ICML'24	57	Established	723	TypeScript
4	ServiceNow/TACTiS TACTiS-2: Better, Faster, Simpler Attentional Copulas for Multivariate Time...	54	Established	139	Python
5	yotambraun/APDTFlow APDTFlow is a modern and extensible forecasting framework for time series...	50	Established	43	Python
6	Thinklab-SJTU/Crossformer Official implementation of our ICLR 2023 paper "Crossformer: Transformer...	48	Emerging	669	Python
7	spencerbraun/anomaly_transformer_pytorch PyTorch implementation of Anomaly Transformer: Time Series Anomaly Detection...	48	Emerging	252	Jupyter Notebook
8	jeya-maria-jose/TransWeather Pytorch Code for the paper TransWeather - CVPR 2022	47	Emerging	220	Python
9	vfeofanov/mantis Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time...	46	Emerging	105	Jupyter Notebook
10	qingsongedu/time-series-transformers-review A professionally curated list of awesome resources (paper, code, data, etc.)...	46	Emerging	2,968	—
11	mounalab/Multivariate-time-series-forecasting-keras This project provides implementations with Keras/Tensorflow of some deep...	44	Emerging	77	Python
12	salesforce/ETSformer PyTorch code for ETSformer: Exponential Smoothing Transformers for...	44	Emerging	306	Python
13	DC-research/TEMPO The official code for "TEMPO: Prompt-based Generative Pre-trained...	43	Emerging	133	Python
14	mala-lab/SEMPO [NeurIPS 2025] Official implementation of "SEMPO: Lightweight Foundation...	42	Emerging	18	Python
15	KasperGroesLudvigsen/influenza_transformer PyTorch implementation of Transformer model used in "Deep Transformer Models...	41	Emerging	261	Python
16	Sachithx/EntroPE This includes the codebase for EntroPE (Entropy-Guided Dynamic Patch Encoder...	40	Emerging	41	Python
17	matlab-deep-learning/transformer-networks-for-time-series-prediction Deep Learning in Quantitative Finance: Transformer Networks for Time Series...	38	Emerging	61	MATLAB
18	earthai-tech/fusionlab-learn fusionlab-learn: Igniting Next-Gen Temporal Fusion Architectures	37	Emerging	2	Python
19	laurab222/TSAD Benchmarking Unsupervised Strategies for Anomaly Detection in Multivariate...	36	Emerging	6	Python
20	aryan-jadon/Regression-Loss-Functions-in-Time-Series-Forecasting-Tensorflow This repository contains the implementation of paper Temporal Fusion...	36	Emerging	85	Python
21	GeorgeMichailidis/multi-task-mixed-freq Code repository for "Multi-Task Encoder-Dual-Decoder Modeling Framework on...	36	Emerging	12	Python
22	Anshita1Saxena/transformer_time_series_forecasting Transformers applied on Time Series Forecasting	35	Emerging	8	Python
23	tsinghua-fib-lab/UniST Official implementation for "UniST: A Prompt-Empowered Universal Model for...	32	Emerging	213	Python
24	AhmetZamanis/DeepLearningEnergyForecasting Time series forecasting on an hourly energy dataset, with LSTM & Transformer...	31	Emerging	3	Jupyter Notebook
25	jiaowoguanren0615/DLinear This is a warehouse for DLinear-Pytorch-model, can be used to train your...	31	Emerging	3	Python
26	neeleshbhalla/transformers_for_time_series_forecasting Inferencing 'PatchTST' and 'Informer' to harness the power of transformers...	30	Emerging	19	Jupyter Notebook
27	andresC98/TSF_Transformers_TFM Repository containing my Master Thesis for the M.Sc. Big Data Analytics,...	29	Experimental	29	Jupyter Notebook
28	ITMO-NSS-team/sea_ice_transformers This repository contains code for the research of transformer effectiveness...	29	Experimental	4	Python
29	jiaxiang-cheng/Random-Weighted-Bootstrap-with-Weibull Reproduction of the work by Hong, Y., Meeker, W. Q., & McCalley, J. D....	29	Experimental	7	R
30	PoCInnovation/Sharkticon Sharkticon is an anomaly detection system, it analyzes your network using a...	28	Experimental	23	Python
31	fedebotu/Green-Planet-Transformers-3 MelXior: a Neural Weather Forecasting app distilling knowledge from models...	28	Experimental	14	Jupyter Notebook
32	AshutoshKulkarni4998/UMWTransformer Inference code for "Unified Multi-Weather Transformer for Multi-Weather...	27	Experimental	6	Python
33	yul091/GraphLogAD Codebase for the ICKG 2023 paper: "GLAD: Content-aware Dynamic Graphs For...	27	Experimental	24	Python
34	wearesulie/sulie Access to Sulie foundation models for time-series forecasting 📈	26	Experimental	91	Python
35	ivallesp/cFavorita A project for solving demand forecast of a medium retailer using a simple...	26	Experimental	19	Jupyter Notebook
36	VincLee8188/Spatio-temporal-forecasting-PyTorch Leverage on recent advances in graph convolution and sequence modeling to...	25	Experimental	26	Python
37	AlirezaSalehy/Tipsomaly This is an extended version of the paper “TIPS Over Tricks: Simple Prompts...	24	Experimental	4	Jupyter Notebook
38	abhayra12/StudentLife-Phenotyping End-to-end behavioral prediction system using digital phenotyping. PyTorch...	24	Experimental	1	Python
39	schmijul/TransformerForSignalPredicition This is a private learning Project to play around with Transformers	24	Experimental	3	Python
40	AswaniSahoo/weather-transformer-scratch Physics-aware Vision Transformer for weather forecasting built from scratch...	23	Experimental	—	Jupyter Notebook
41	amazon-science/TSFM-Compression Official Implementation of Understanding Transformers for Time Series: Rank...	22	Experimental	1	Python
42	or4k2l/enhanced-audio-anomaly-detection Hybrid ensemble (AST + classical) for industrial anomaly detection. Pump:...	22	Experimental	1	Python
43	LinukPerera/Physics-Constrained-Transformer-for-Cyclone-Trajectory-and-Damage-Prediction This framework fuses satellite imagery, atmospheric data, and terrain...	22	Experimental	1	Python
44	luizmlima/time-series-benchmark A comprehensive performance benchmark of the state-of-the-art PatchTST...	21	Experimental	—	—
45	smri29/SolarTwinUstt Features a real-time Streamlit Digital Twin dashboard, pre-trained USTT...	20	Experimental	1	Python
46	OmarBouhamed/T-DPnet T-DPnet-Transformer-based-deep-Probabilistic-network-for-load-forecasting	20	Experimental	8	Jupyter Notebook
47	kyegomez/ChronoFormer A production-grade implementation of a memory-efficient transformer...	20	Experimental	5	Python
48	AlbertoMC126/ChronoSHAP_Transformers_LTSF-Linear_robustness Code to study Transformers and LTSF-Linear models robustness and performance	19	Experimental	1	Jupyter Notebook
49	samiemostafavi/wireless-tpp To reproduce the results of the paper: Probabilistic Delay Forecasting in 5G...	19	Experimental	3	Python
50	DCajiao/BasicMotions-classification-with-ShapeFormer Data Analytics project focused on the implementation and improvement of an...	17	Experimental	—	TypeScript
51	ericmaster/trail-running-tft-predictions Application of Temporal Fusion Transformers to Trail Running Predictions	17	Experimental	—	Jupyter Notebook
52	OleksandrZadvornyi/weather-forecasting A deep learning project for forecasting daily maximum temperatures (TMAX)...	17	Experimental	—	Jupyter Notebook
53	anhphan2705/temporal_fusion_transformer_plugnplay A plug and play framework for Temporal Fusion Transformer. Predict your future!	17	Experimental	1	Python
54	tk-yasuno/feature_tsfm_hybrid_gbdt HVAC Range Deviation Forecast - v2.0 (Hybrid Model) Granite TS Embeddings +...	14	Experimental	1	Python
55	Prince445-hub/mlx-drifting-model 🌀 Evolve generative models with a drifting field for efficient single-step...	13	Experimental	—	Python
56	joetansey1/grafana-anomaly-detector LLM-Powered SLO Anomaly Detector	13	Experimental	—	Python
57	Tobi-Tob/TransformersForEnergyManagement In this repository, we explore the application of Transformer-based...	13	Experimental	9	Python
58	hh4ts/SEMPO [NeurIPS 2025] Official implementation of "SEMPO: Lightweight Foundation...	12	Experimental	1	—
59	V1ncenttt/mlwp Master’s thesis comparing deterministic (CNNs, Transformers) and...	11	Experimental	1	Python
60	M4thinking/Mismodelling-on-Time-Series Detección de obsolescencia en modelos de series temporales mediante técnicas...	11	Experimental	—	Jupyter Notebook
61	marcolagos/enhancedts-transformers Enhanced Time Series Transformers	11	Experimental	—	Python
62	deneal123/TimeCast Application for predicting time series of sales of goods in stores. A...	11	Experimental	—	Jupyter Notebook
63	kaseris/skelcast Skeletal join forecasting	11	Experimental	—	Python
64	zahraatashgahi/PALS [ECML-PKDD 2024] Adaptive Sparsity Level during Training for Efficient Time...	11	Experimental	3	Python
65	matheusboaro/car_insurance_claim_prediction A methodology development using tabnet transformers for car insurance prediction.	10	Experimental	2	Jupyter Notebook
66	alexzilligmm/time-series-forecasting This folder implements our solution for the Enefit challenge.	10	Experimental	1	Python