Ongoing investigations
Work in progress.
Titles carried over from the existing public website. No publication or code-release status is implied.
Ongoing · Graph learningCausal Diffusion on Multiplex Graphs for Robust Out-of-Distribution Generalization
Investigating causal diffusion on multiplex graphs for generalization beyond the training distribution.
Sunghong Park, Hyun Goo Woo*, Hyunjung Shin*
Ongoing · Representation learningGeneralized Discriminant Analysis for Explainable Concept Learning within Structurally-Aware Geometric Space
Studying structurally aware geometric representations for explainable concept learning.
Sunghong Park, Hyun Goo Woo*, Hyunjung Shin*
Ongoing · OptimizationBalancing the Unbalanceable: Harnessing Productive Tension via Dynamic Pareto-Guided Optimization
Exploring dynamic Pareto-guided optimization for competing learning objectives.
Sunghong Park†, Junghyun Kim†, JeongHeun Yeon, Hyun Goo Woo*, Hyunjung Shin*
Ongoing · Computational pathologyCausally-Infused Complexity-Guided Learning on Computational Pathology
Studying causal and complexity-guided approaches to computational pathology.
Sunghong Park, Hyun Goo Woo*
Ongoing · Graph learningDistributionally Robust Manifold Alignment Framework for Geometric Information Fusion for Multiplex Graphs under Extreme Label Scarcity
Investigating robust manifold alignment and graph information fusion when labels are extremely limited.
Sunghong Park†, Junghyun Kim†, JeongHeun Yeon, Hyun Goo Woo*, Hyunjung Shin*
Ongoing · Biomedical AIArtificial Intelligence-based Foundation-to-Precision Framework for Robust Survival Prediction and Therapeutic Hypothesis Generation in Hepatocellular Carcinoma
Exploring survival prediction and therapeutic hypothesis generation in hepatocellular carcinoma.
Sunghong Park†, Ji-Hye Choi†, Hyun Goo Woo*
Ongoing · Computational pathologySPOT-MIL: Spatially-Guided Prototype-Based Optimal Transport Alignment for Trustworthy Multiple Instance Learning in Whole Slide Image Analysis
Investigating spatial guidance and optimal transport in multiple instance learning for whole slide images.
Sunghong Park, Julien Calderaro, Hyun Goo Woo*
Ongoing · Domain adaptationRobust Multiplex Graph Domain Adaptation via Pseudo-Label-Free Manifold Alignment under Extreme Label Scarcity
Studying pseudo-label-free manifold alignment for multiplex graph domain adaptation.
Sunghong Park, JeongHeun Yeon, Hyun Goo Woo*, Hyunjung Shin*
† Co-first author · * Corresponding author. Please contact me for discussions about ongoing research.