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.

[Big News] Our lab has been awarded over $6 million USD for the Global AI Frontier Lab between Korea and NYU. I am the director of this international program, which includes 8 additional professors from KAIST and Sungkyunkwan University. Many of our students will be dispatched to NYU each year to collaborate with world-leading researchers.

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.

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.



News

October 16, 2024

One paper is accepted to VLDB 2025.

August 8, 2024

Our lab has been awarded over $6 million USD for the Global AI Frontier Lab between Korea and NYU. The Global AI Frontier lab in NYU is directed by Professors Yann LeCun and Kyunghyun Cho.

June 30, 2024

One paper is accepted to VLDB 2024 (4 SIGMOD, 3 VLDB, 1 ICDE for 2024).

June 26, 2024

Hyeonji successfully defended her Ph.D dissertation.

May 28, 2024

One demo paper is accepted to VLDB 2024.

March 18, 2024

We are presenting four papers in SIGMOD 2024 (3 research and 1 demo papers).

February 25, 2024

One paper submitted in the last round of SIGMOD 2024 is accepted.
Congratulations!

February 19, 2024

We heartily welcome three exceptional students to our lab.

Taejun Yoon, Jooyoung Lee, and Jeongeum Seok

February 19, 2024

One paper is accepted to VLDB 2024.

... see all News