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The Laboratory of Big Data Analytics and Learning (BigDyL pronounced as Big Deal) in Web, Industrial, and Scientific Environments (WISE), was established in March 2020 at Yonsei University and moved to KAIST in February 2024. We are now studying the following problems:

  • Time Series/Spatiotemporal Synthesis, Forecasting, and Anomaly Detection,
  • Recommendation (Collaborative Filtering and Sequential Recommendation),
  • Tabular Data Synthesis and Representation Learning,
  • Differential Equation-based Deep Learning and Physics-informed Neural Networks,
  • Graph Convolutional Networks,
  • Deep Generative Models.

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  1. awesome-bigdyl awesome-bigdyl Public

    A curated list of publications from BigDyL

    1 1

Repositories

Showing 10 of 44 repositories
  • GFSA Public Forked from jeongwhanchoi/GFSA

    "Graph Convolutions Enrich the Self-Attention in Transformers!" NeurIPS 2024

    bigdyl-kaist/GFSA’s past year of commit activity
    Python 0 MIT 1 0 0 Updated Dec 19, 2024
  • BSARec Public Forked from yehjin-shin/BSARec

    An Attentive Inductive Bias for Sequential Recommendation beyond the Self-Attention, AAAI-24

    bigdyl-kaist/BSARec’s past year of commit activity
    Jupyter Notebook 0 6 0 0 Updated Oct 31, 2024
  • NADE Public Forked from hwangyong753/NADE
    bigdyl-kaist/NADE’s past year of commit activity
    Python 0 MIT 4 0 0 Updated Sep 16, 2024
  • PANDA Public Forked from jeongwhanchoi/PANDA

    🐼PANDA: Expanded Width-Aware Message Passing Beyond Rewiring, ICML 2024

    bigdyl-kaist/PANDA’s past year of commit activity
    Python 0 MIT 3 0 0 Updated Sep 16, 2024
  • awesome-bigdyl Public

    A curated list of publications from BigDyL

    bigdyl-kaist/awesome-bigdyl’s past year of commit activity
    1 1 0 0 Updated Sep 16, 2024
  • STG-NCDE Public Forked from jeongwhanchoi/STG-NCDE

    "Graph Neural Controlled Differential Equations for Traffic Forecasting", AAAI 2022

    bigdyl-kaist/STG-NCDE’s past year of commit activity
    Python 0 MIT 25 0 0 Updated Sep 14, 2024
  • PAD Public Forked from sheoyon-jhin/PAD

    Precursor-of-Anomaly Detection

    bigdyl-kaist/PAD’s past year of commit activity
    Python 0 3 0 0 Updated Sep 13, 2024
  • bigdyl-kaist/Hawkes-Process-Based-on-Controlled-Differential-Equations’s past year of commit activity
    Python 0 MIT 2 0 0 Updated Sep 13, 2024
  • CONTIME Public Forked from sheoyon-jhin/CONTIME

    Addressing prediction delays in time series forecasting: A continuous GRU Approach with derivative regularization

    bigdyl-kaist/CONTIME’s past year of commit activity
    Python 0 8 0 0 Updated Sep 13, 2024
  • CTA Public Forked from hyowonwi/CTA

    [WSDM'24 Oral presentation] Official PyTorch Implementation of "Continuous-time Autoencoders for Regular and Irregular Time Series Imputation" (CTA)

    bigdyl-kaist/CTA’s past year of commit activity
    Python 0 3 0 0 Updated Sep 3, 2024

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