[ECMLPKDD-25 / DMKD] ZeroPOIRec : Large Language Models are Zero-shot Point-of-Interest Recommenders

Official Implementation of VarDrop(AAAI25)

Mitigating Source Label Dependency in Time-Series Domain Adaptation under Label Shifts

Official PyTorch Implementation of RA-TTA (ICLR25)

[PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

[KDD 2025] DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting

Official implementation for "TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables" (NeurIPS 2024)

A PyTorch implementation of the Transformer model in "Attention is All You Need".

A curated list of state-of-the-art papers on deep learning for universal representations of time series.

Time Series Forecasting, Distribution Shift

RevIN: Reversible Instance Normalization For Accurate Time-series Forecasting Against Distribution Shift

Hexagonal hierarchical geospatial indexing system

[IEEE T-ITS] MG-TAR: Multi-view Graph Convolutional Networks for Traffic Accident Risk Prediction

Implementation of the paper "Context Consistency Regularization for Label Sparsity in Time Series" (ICML'23)

A Library for Advanced Deep Time Series Models for General Time Series Analysis.

A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.

A universal time series representation learning framework

Factorization Machine models in Flax

Implementation of ICLR'22 Coherence-based Label Propagation over Time Series for Accelerated Active Learning

Unofficial Implementation of RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series (AAAI 2019)

RNN based Time-series Anomaly detector model implemented in Pytorch.

[WWW-21] DF-TAR: A Deep Fusion Network for Citywide Traffic Accident Risk Prediction with Dangerous Driving Behavior

TensorSparkML brings scalable in-memory machine learning to TensorFlow on Apache Spark clusters.

A Survey

텐서플로2와 머신러닝으로 시작하는 자연어처리 (로지스틱회귀부터 BERT와 GPT3까지) 실습자료

Implementation of Korean FastSpeech2

Ultrafast Local Outlier Detection from a Data Stream with Stationary Region Skipping