Machine Learning Theory Lab
Machine Learning Theory Lab
KAIST · Graduate School of AI
Professor
Prof. 신진우
Professor's page · publicationsAbout
신진우 교수(ICT 석좌교수)가 이끄는 KAIST 김재철AI대학원 및 전기및전자공학부 소속 ALIN Lab으로, 기계학습의 알고리즘적 기초를 연구한다. 최신 딥러닝 아키텍처, 대규모 언어모델·비전언어모델, 생성형 AI, 분포 외 검출(OOD) 등 폭넓은 주제를 다룬다. 신 교수는 SIGMETRICS Rising Star Award(2015)와 Test of Time Award(2019)를 수상했다.
Research keywords
Recent papers
- Q-Learning with Scalar Adjoint MatchingPreprintarXiv (Cornell University) · Oct 7
- Representation-Aligned Auxiliary Supervision for Language Model AdaptationPreprintarXiv (Cornell University) · Oct 2
From OpenAlex · papers whose author affiliation matches this university
Selected publications
- Vision-aligned Latent Reasoning for Multi-Modal Large Language ModelICML · 2026
- DreamDojo: A Generalist Robot World Model from Large-Scale Human VideosICML (Spotlight) · 2026
- Peri-LN: Revisiting Layer Normalization in the Transformer ArchitectureICML · 2025
- Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You ThinkICLR (Oral) · 2025
- ReVISE: Learning to Refine at Test-Time via Intrinsic Self-VerificationICML · 2025
- ReMoDetect: Reward Models Recognize Aligned LLM's GenerationsNeurIPS · 2024
Labs doing related research
Labs that recently published on topics this lab's recent papers share
Shared topic: Reinforcement Learning in Robotics
Kim Junmo Lab
KAIST · Electrical Engineering
Direct Diversity Optimization for Diverse Successful Trajectories in Preference Post-TrainingNewPreprintarXiv (Cornell University) · Sep 9Yoo Changdong Lab
KAIST · Electrical Engineering
Progress-Guided Preference Generation for Aligning Generative Control PoliciesNewPreprintarXiv (Cornell University) · Oct 19Shin Jinwoo Lab
KAIST · Electrical Engineering
Q-Learning with Scalar Adjoint MatchingPreprintarXiv (Cornell University) · Oct 7
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