Welcome to the Data Systems Lab (Big data Lab)

Welcome to the Data Systems Lab (Big Data Lab) at the POSTECH. Our data systems lab focuses on STAR (namely, Systems, Theory, and ARtificial intelligence) supported by major grants such as Star Lab. We have been endeavoring to solve challenging and real problems in computer/data science.

1) Our team is developing data systems that can automatically adapt to a specific workload and data distribution, delivering exceptional performance without requiring manual tuning from an administrator.
2) Our research focuses on data AI, particularly in schema discovery techniques and the use of (large) language models for both tabular and text data. In the short term, we aim to develop advanced systems for data analysis and processing, offering valuable insights to businesses and organizations. Additionally, we are building a fast retrieval-augmented generation (RAG) system to ensure trustworthiness. In the long term, our goal is to create a cost-efficient, data-centric system with artificial general intelligence capabilities.
3) We are also building an intelligent system to interact with humans through a natural language interface to the database. You can refer to our labcumentary for the summary of our current research interests.

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We are currently hiring interns (연구 참여학생 모집). This is an amazing opportunity for undergrads to experience world-class research in Big Data and prepare for possible graduate school applications. You could be a rising-STAR of the future if you stand out in our field.

We are proud of strong publication records in top database venues such as having presented 24 papers at SIGMOD/VLDB/PODS/ICDE between 2019 and 2024, significantly contributing to make the Korean database community one of the strongest communities worldwide. Many of our alumni work for top notch companies including Facebook, Oracle, SAP, Microsoft, and Amazon. We have been closely collaborating with Oracle Labs and SAP for many years.