Skip to content
#

time-series-imputation

Star

Here are 24 public repositories matching this topic...

Language: All
Filter by language
All 24 Python 17 Jupyter Notebook 2 TypeScript 1
Sort: Most stars
Sort options
Most stars Fewest stars Most forks Fewest forks Recently updated Least recently updated

lixus7 / Time-Series-Works-Conferences

Star 964

Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

deep-learning time-series location spatio-temporal demand-forecasting probabilistic-models spatio-temporal-data anomaly-detection traffic-prediction spatio-temporal-modeling accident-detection multivariate-timeseries time-series-prediction spatio-temporal-prediction time-series-forecasting paper-list time-series-imputation travel-time-prediction
  • Updated May 26, 2026
SAITS

WenjieDu / SAITS

Sponsor
Star 510

The official PyTorch implementation of the paper "SAITS: Self-Attention-based Imputation for Time Series". A fast and state-of-the-art (SOTA) deep-learning neural network model for efficient time-series imputation (impute multivariate incomplete time series containing NaN missing data/values with machine learning). https://arxiv.org/abs/2202.08516

machine-learning deep-learning time-series interpolation pytorch transformer imputation attention attention-mechanism irregular-sampling incomplete-data imputation-model missing-values self-attention impute time-series-imputation partially-observed-data partially-observed partially-observed-time-series incomplete-time-series
  • Updated Oct 1, 2025
  • Python

WenjieDu / Awesome_Imputation

Sponsor
Star 422

Awesome Deep Learning for Time-Series Imputation, including an unmissable paper and tool list about applying neural networks to impute incomplete time series containing NaN missing values/data

benchmark machine-learning data-mining deep-learning time-series neural-network interpolation survey imputation missing-data missingness nan missing-values probablistic irregular-time-series time-series-imputation incomplete-time-series
  • Updated Mar 17, 2026
  • Python

ZLiu21 / awesome-tsfms-from-pre-training-to-post-training

Star 48

This repository collects awesome representative papers and resources for "From Pre-training to Post-training: A Survey on Time Series Foundation Models" (TechRxiv-26).

reinforcement-learning time-series time-series-classification fine-tuning post-training time-series-forecasting pre-training pre-trained-model time-series-anomaly-detection time-series-imputation foundation-models time-series-datasets
  • Updated Feb 1, 2026

gkoulis / paper-with-code-SIMPAT-2025

Star 2

Real-time imputation of missing environmental sensor data for fault-tolerant edge computing.

real-time time-series simulation paper internet-of-things edge dataset imputation missing-data naive edge-computing exponential-smoothing holt-winters triple-exponential-smoothing simple-exponential-smoothing time-series-forecasting missing-data-imputation environmental-data time-series-imputation seasonal-naive
  • Updated Oct 10, 2025
  • Python

meteorologicalballoonfronttooth549 / tsfm

Star 2

Provide on-device Apple Foundation Models inference in TypeScript with streaming, structured output, and chat-style APIs for secure, local AI processing.

macos typescript reinforcement-learning vscode-extension fine-tuning post-training pre-training transformer-architecture pre-trained-model tsfmt on-device-ai time-series-imputation scaling-laws foundation-models llm time-series-datasets apple-intelligence apple-foundation-models
  • Updated Jul 14, 2026
  • TypeScript

Improve this page

Add a description, image, and links to the time-series-imputation topic page so that developers can more easily learn about it.

Curate this topic

Add this topic to your repo

To associate your repository with the time-series-imputation topic, visit your repo's landing page and select "manage topics."

Learn more