MLAI Lab
MLAI Lab
KAIST · Graduate School of AI
Professor
Prof. 주재걸
Professor's page · publicationsAbout
주재걸 교수가 이끄는 DAVIAN(Data & Visual Analytics) 연구실은 KAIST 김재철AI대학원 소속으로, 컴퓨터 비전과 자연어처리 등 다양한 응용 분야에서의 머신러닝·딥러닝을 연구한다. 데이터/정보 시각화와 인간-컴퓨터 상호작용을 심층신경망에 접목하는 연구도 수행하며, 의료영상·시계열 분석·표현학습 등으로 영역을 넓히고 있다.
Research keywords
Recent papers
- An Agentic Framework for Proactive Robots with Procedural Assistance MemoryNewPreprintarXiv (Cornell University) · Oct 15
- RECAST: Recasting Vision-Language Semantics into an Actionable Cost Map for Robot NavigationPreprintarXiv (Cornell University) · Sep 26
From OpenAlex · papers whose author affiliation matches this university
Selected publications
- Temporal In-Context Fine-Tuning for Versatile Control of Video Diffusion ModelsNeurIPS · 2025
- Characterizing Dataset Bias via Disentangled Visual ConceptsNeurIPS · 2025
- PromptDresser: Improving the Quality and Controllability of Virtual Try-On via Generative Textual PromptICCV · 2025
- Hyperspherical Normalization for Scalable Deep Reinforcement LearningICML · 2025
- EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data ClassificationNeurIPS · 2024
- Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution ShiftICLR · 2022
Labs doing related research
Labs that recently published on topics this lab's recent papers share
Mallipeddi Rammohan
Kyungpook National University · Electrical and Electronic Engineering
When Planning Problems Become Hard for LLMs: Separating Structural Complexity from Semantic InterpretabilityNewPreprintarXiv (Cornell University) · Oct 18Shared topic: AI-based Problem Solving and Planning
Kim Junmo Lab
KAIST · Electrical Engineering
Direct Diversity Optimization for Diverse Successful Trajectories in Preference Post-TrainingNewPreprintarXiv (Cornell University) · Sep 9Shared topic: Reinforcement Learning in Robotics
Yoo Changdong Lab
KAIST · Electrical Engineering
Progress-Guided Preference Generation for Aligning Generative Control PoliciesNewPreprintarXiv (Cornell University) · Oct 19Shared topic: Reinforcement Learning in Robotics
Other labs in this department
- AI and Machine Learning LabRecruiting
Kee-Eung Kim
Artificial Intelligence, Machine Learning, Reinforcement Learning
- Robotics and ML LabRecruiting
Beomjoon Kim
Robotics, machine learning, planning
- Sehoon KimRecruiting
AI systems, efficient AI, large language models
- Computer Vision LabRecruiting
Seungryong Kim
Computer vision, machine learning
- Visual Intelligence LabRecruiting
Hyunjung Shim
Computer vision, machine learning
- Probabilistic AI LabRecruiting
Eunho Yang
Machine learning, artificial intelligence