3 papers
cs.CV2026
Mapper-GIN: Lightweight Structural Graph Abstraction for Corrupted 3D Point Cloud Classification
Jeongbin You, Donggun Kim, Sejun Park +1
Robust 3D point cloud classification is often pursued by scaling up backbones or relying on specialized data augmentation. We instead ask whether structural abstraction alone can i…
cs.LG2025
Deep Latent Variable Model based Vertical Federated Learning with Flexible Alignment and Labeling Scenarios
Kihun Hong, Sejun Park, Ganguk Hwang
Federated learning (FL) has attracted significant attention for enabling collaborative learning without exposing private data. Among the primary variants of FL, vertical federated…
cs.LG2024
A Kernel Perspective on Distillation-based Collaborative Learning
Sejun Park, Kihun Hong, Ganguk Hwang
Over the past decade, there is a growing interest in collaborative learning that can enhance AI models of multiple parties. However, it is still challenging to enhance performance…