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1. Time-MoE/Time-MoE Time-MoE/Time-MoE Public

   [ICLR 2025 Spotlight] Official implementation of "Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts"

   Python 523 42

2. Time-LLM Time-LLM Public

   [ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"

   Python 1.9k 328

3. Awesome-GNN4TS Awesome-GNN4TS Public

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

   731 64

4. Neural-Temporal-Walks Neural-Temporal-Walks Public

   [NeurIPS 2022] The official PyTorch implementation of "Neural Temporal Walks: Motif-Aware Representation Learning on Continuous-Time Dynamic Graphs"

   Python 53 10

5. TrustAGI-Lab/MTGODE TrustAGI-Lab/MTGODE Public

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

   Python 81 27

6. TrustAGI-Lab/MERIT TrustAGI-Lab/MERIT Public

   [IJCAI 2021] A PyTorch implementation of "Multi-Scale Contrastive Siamese Networks for Self-Supervised Graph Representation Learning".

   Python 40 8