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Data Infrastructure Lab

Data Infrastructure Lab

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KAIST · Graduate School of Data Science

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대학원 진학 희망자 및 개별 연구·인턴 지원자를 모집하며, 지원 안내는 홈페이지에 게시되어 있음.

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Professor

Prof. 이재길

Professor's page · publications

About

KAIST 데이터마이닝 연구실(Data Mining Lab)은 이재길 교수가 이끄는 연구실로, 전산학부 소속이며 데이터사이언스대학원에 겸직되어 있다. 모빌리티·스트림 데이터 마이닝, 강건한(robust) 학습, 이상 탐지, 시계열 기반 모델 등 데이터 마이닝과 딥러닝을 융합한 연구를 수행한다. 연구 성과는 KDD, VLDB, SIGMOD, ICML 등 최상위 학회에 발표되어 왔다.

Research keywords

Data science methodologies

Recent papers

From OpenAlex · papers whose author affiliation matches this university

Selected publications

  • Breaking the Reference Bottleneck via Learning to Rewrite Conversational Queries without Gold Reference PassagesICML · 2026
  • Time-PEFT: Temporal and Multichannel Complexity-Based Fine-Tuning for Time-Series Foundation ModelsICML · 2026
  • QuDAR: Query-Wise Dual-Perspective Adaptive RetrievalACL · 2026
  • Accelerating Diffusion via Hybrid Data-Pipeline Parallelism Based on Conditional Guidance SchedulingCVPR · 2026
  • See and Fix the Flaws: Enabling VLMs and Diffusion Models to Comprehend Visual Artifacts via Agentic Data SynthesisCVPR · 2026
  • Completing Missing Annotation: Multi-Agent Debate for Accurate and Scalable Relevant Assessment for IR BenchmarksICLR · 2026
  • Universal Time-Series Representation Learning: A SurveyACM Computing Surveys · 2026

Labs doing related research

Labs that recently published on topics this lab's recent papers share

Shared topic: Time Series Analysis and Forecasting

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