Skip to content
View aptx1231's full-sized avatar

Organizations

@LibCity @BUAABIGSCity

Block or report aptx1231

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Please don't include any personal information such as legal names or email addresses. Maximum 100 characters, markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
aptx1231/README.md

Hi, welcome to my profile πŸ‘‹

star Follow visitor badge

  • πŸ€” I am Jiawei Jiang, a graduate student at the School of Computer Science and Engineering, Beihang University, China (UTC+8).
  • πŸ’‘ I am also a member of Baidu PaddlePaddle Developers Experts (PPDE), a reviewer of IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS) and IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • 🌱 My research interests include Spatial-Temporal Data Mining, Graph Neural Networks, and Representation Learning.
  • πŸ’ͺ I am the core developer of LibCity, an open-source library for Urban Spatial-temporal Data Mining. The paper LibCity: An Open Library for Traffic Prediction has been accepted for the 29th [ACM SIGSPATIAL 2021] conference. Welcome to our [Code], [Paper], and [Website] for more details. We also publish a full paper titled LibCity: A Unified Library Towards Efficient and Comprehensive Urban Spatial-Temporal Prediction, which provides more details. Statistics: LibCity fork.
  • πŸ’ͺ We publish a paper titled Unified Data Management and Comprehensive Performance Evaluation for Urban Spatial-Temporal Prediction [Experiment, Analysis & Benchmark], including (1) a Unified Storage Format for urban spatial-temporal data, (2) a Technical Development Roadmap for urban spatial-temporal prediction models, (3) Extensive Experiments and Performance Evaluation using 18 models and 20 datasets. [Paper].
  • πŸš€ Our paper titled Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics has been accepted for the 39th IEEE International Conference on Data Engineering [ICDE 2023] conference (CCF A). [Paper], [Code]. Rank: 1/ 6.
  • πŸš€ Our paper titled PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction has been accepted for the 37th AAAI Conference on Artificial Intelligence [AAAI 2023] conference (CCF A). [Paper], [Code]. Rank: 1/ 4.
  • πŸŽ‰ We rank 11th in the Regular track of the Baidu KDD Cup 2022 for Spatial Dynamic Wind Power Forecasting Challenge. The paper has been accepted for [ACM SIGKDD Workshop 2022] conference. [Paper] [Code].
  • πŸŽ‰ We rank 6th in the ACM RecSys Challenge 2023 for Advertising Installation Prediction Challenge. [Paper], [Code].
  • πŸŽ‰ We rank 3th in the iFLYTEK A.I. Developer Competition 2022 for Urban Road Traffic Flow Forecasting Challenge. [Code].
  • ⚑ Languages and environments: Python, Pytorch.
  • πŸ˜‡ Pronouns: He/Him/His.
  • πŸŽ“ Link to my Google Scholar and Blog.
  • πŸ“« Reach me by email: [email protected].

Pinned Loading

  1. Traffic-Prediction-Open-Code-Summary Traffic-Prediction-Open-Code-Summary Public

    Summary of open source code for deep learning models in the field of traffic prediction

    251 58

  2. LibCity/Bigscity-LibCity LibCity/Bigscity-LibCity Public

    LibCity: An Open Library for Urban Spatial-temporal Data Mining

    Python 949 168

  3. BUAABIGSCity/KDDCUP2022 BUAABIGSCity/KDDCUP2022 Public

    [KDD CUP 2022] 11th place solution of Spatial-Temporal Graph Neural Network for Wind Power Forecasting in Baidu KDD CUP 2022

    Python 54 18

  4. START START Public

    [ICDE2023] A PyTorch implementation of Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics Framework (START).

    Python 74 19

  5. BUAABIGSCity/PDFormer BUAABIGSCity/PDFormer Public

    [AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.

    Python 211 36

  6. Recsys-Challenge-2023 Recsys-Challenge-2023 Public

    [ACM Resys Challenge 2023] 6th place solution of Online Ad Installation Forecasting in ACM Resys Challenge 2023

    Python 3 2