This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the type of model.

[TPAMI 2024] Awesome Resources of GNNs for Time Series Analysis (GNN4TS)

The official implementation for ICLR23 spotlight paper "DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion"

A comprehesive survey about foundation models for weather and cliamte data understanding.

Occ4cast: LiDAR-based 4D Occupancy Completion and Forecasting

TianChi AIEarth Contest Solution

[TKDE 2022] The official PyTorch implementation of the paper "Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs".

Source code for 'Dual Attention Based FL for Wireless Traffic Prediction'

Codes for AAAI 2019 DeepSTN+: Context-aware Spatial-Temporal Neural Network for Crowd Flow Prediction in Metropolis

A diffusion-based framework for spatio-temporal point processes

[CIKM 2022] Source codes of CIKM2022 Full Paper "Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities"

Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction

An implementation of LaneGCN (Learning Lane Graph Representations for Motion Forecasting)

[SIGKDD'2025] Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective

[COLM 2024] LITE: Modeling Environmental Ecosystems with Multimodal Large Language Models

Using a hybrid spatial-temporal deep learning approach to forecast subseasonal weather across 514 Western USA geographical regions

The code of paper "Spatial-Temporal Attention Network for Crime Prediction with Adaptive Graph Learning"

a novel transformer-based architecture named CSTTN for traffic prediction

This repository contains the code for the paper "ST-MoE-BERT: A Spatial-Temporal Mixture-of-Experts Framework for Long-Term Cross-City Mobility Prediction".

Pytorch implementation of Spatio-temporal Differential Equation Network (STDEN).