UAI

A model-free universal AI

Yegon Kim, Juho Lee

A Probabilistic Circuit Framework for Interpretable Graph PU Learning

Sagad Hamid, Dooho Lee, Myeong Kong, Tanya Braun, Jaemin Yoo

Beyond Bounds: Quantifying the Probability of Counterfactual Fairness

Taehan Kim, Minyoung Cho, Sanghack Lee *

Breaking Bad: Component-Wise Parent Deletion for Score-Based Causal Discovery

Min Woo Park*, Taehui Yun*, YoungIn Jang, Yoonseok Yeom, Jonghwan Kim, Jiyeon Kang, Songseong Kim, Hyemin Jung, Sangmin Lee, Jongseong Jang*, Sanghack Lee *

Canonical Domain Reduction for Partial Counterfactual Identification

Yesong Choe, Yeahoon Kwon*, Min Woo Park*, Sanghack Lee *

Don’t Test What You Can Deduce: Causal Discovery with Logical Inference

Jonghwan Kim, Sanghack Lee *

Estimating Interventional Outcomes over Time with Causal Normalizing Flow

Yoonseok Yeom*, Jonghwan Kim*, Taehui Yun, Juhyun Lyu, Jung-Hee Kim, Sangmin Lee, Jinseok Yang, Hyemin Jung, Woohyung Lim*, Sanghack Lee *

Nonlocal Bayesian Modeling of Continuous Spatio-Temporal Dynamics

J. Lee and H. Kim

On Causal Representation Learning with Internal Auxiliaries

Kwonho Kim, Heejeong Nam, Inwoo Hwang, Sanghack Lee *

On Transportability for Structural Causal Bandits

Min Woo Park, Sanghack Lee *

Preserving Compositionality for Robust Multi-Subject Personalization in Text-to-Image Generation

Sangho Lee, Eugene Baek, Suho Ryu, Dongsoo Shin, Joonseok Lee

Probabilistic Edge Modulation for High-Dimensional Causal Discovery

Seyong Hwang, Kyoungjae Lee, Sunmin Oh, Gunwoong Park

Critical Influence of Overparameterization on Sharpness-aware Minimization

Sungbin Shin, Dongyeop Lee, Maksym Andriushchenko, Namhoon Lee

Flat Posterior Does Matter For Bayesian Model Averaging

Sungjun Lim, Jeyoon Yeom, Sooyon Kim, Hoyoon Byun, Jinho Kang, Yohan Jung, Jiyoung Jung, Kyungwoo Song

Causal Discovery with Deductive Reasoning: One Less Problem

Jonghwan Kim, Inwoo Hwang, Sanghack Lee *

Efficient Monte Carlo Tree Search via On-the-Fly State-Conditioned Action Abstraction

Yunhyeok Kwak*, Inwoo Hwang*, Dooyoung Kim, Sanghack Lee *, Byoung-Tak Zhang*

Efficient Monte Carlo Tree Search via On-the-Fly State-Conditioned Action Abstraction

Yunhyeok Kwak, Inwoo Hwang, Dooyoung Kim, Sanghack Lee, Byoung-Tak Zhang

Memorization Capacity for Additive Fine-Tuning with Small ReLu Networks

Dohyun Kwon, Jy-yong Sohn, Seoyeon An, Kangwook Lee

Memorization Capacity for Additive Fine-Tuning with Small ReLU Networks

J. Sohn, D. Kwon, S. An, K. Lee

MDPose: Real-Time Multi-Person Pose Estimation via Mixture Density Model

Seunghyeon Seo, Jaeyoung Yoo, Jihye Hwang, Nojun Kwak

On the Convergence of Continual Learning with Adaptive Methods

Seungyub Han, Yeongmo Kim, Taehyun Cho, and Jungwoo Lee

Towards Physically Reliable Molecular Representation Learning

Seunghoon Yi, Youngwoo Cho, Jinhwan Sul, Seung Woo Ko, Soo Kyung Kim, Jaegul Choo, Hongkee Yoon, Joonseok Lee

Towards Physically Reliable Molecular Representation Learning

Seunghoon Yi, Youngwoo Cho, Jinhwan Sul, Seung Woo Ko, Soo Kyung Kim, Jaegul Choo, Hongkee Yoon, Joonseok Lee