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1. awesome-deep-time-series-representations awesome-deep-time-series-representations Public

   [ACM CSUR] A curated list of papers on universal representation learning for time series.

   211 21

2. DeepAuto-AI/automl-agent DeepAuto-AI/automl-agent Public

   [ICML-25] AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML

   Python 165 20

3. kaist-dmlab/MG-TAR kaist-dmlab/MG-TAR Public

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

   Python 61 23

4. kaist-dmlab/DF-TAR kaist-dmlab/DF-TAR Public

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

   Python 31 12

5. DeepAuto-AI/agentic-predictor DeepAuto-AI/agentic-predictor Public

   [ICLR-26 / MAS @ ICML-25] Agentic Predictor: Multi-View Encoders for Performance Prediction in LLM-Based Agentic Workflows

   JavaScript 1

6. DeepAuto-AI/ts-debate DeepAuto-AI/ts-debate Public

   [EMNLP-26] Multimodal Collaborative Debate for Zero-Shot Time Series Reasoning

   Python 1