InfoLab

Blog

Research updates, lab news, and insights from the InfoLab team at SKKU.

6 Posts
2021–2026 Years
May 2026 Latest
AI MRI-DeepTrust alzheimer clinical contrastive ensemble explainability fairness federated learning funding interpretability lab machine learning mm-des multimodal news privacy robustness security vision

2026

VisionDES: Robust and Explainable Dynamic Vision Ensemble
VisionDES: Robust and Explainable Dynamic Vision Ensemble
InfoLab · SKKU May 17, 2026
vision ensemble robustness interpretability

Accepted at ACM SIGKDD 2026 · Jeju Island, South Korea Code: github.com/InfoLab-SKKU/VisionDES

MM-DES: Enhancing Multimodal Clinical Prediction with Joint Contrastive Embeddings and Dynamic Ensembles
MM-DES: Enhancing Multimodal Clinical Prediction with Joint Contrastive Embeddings and Dynamic Ensembles
InfoLab · SKKU May 12, 2026 May 17, 2026
mm-des multimodal clinical contrastive ensemble

Accepted at ICPR 2026 Authors: Firuz Juraev, Abdenour Soubih, Tamer Abuhmed · Sungkyunkwan University Code: github.com/InfoLab-SKKU/mm-des

MRI-DeepTrust: Trustworthy Alzheimer's Diagnosis Integrating Robustness, Fairness, and Explainability
MRI-DeepTrust: Trustworthy Alzheimer's Diagnosis Integrating Robustness, Fairness, and Explainability
InfoLab · SKKU April 20, 2026 May 17, 2026
MRI-DeepTrust alzheimer robustness fairness explainability

Published in: Engineering Applications of Artificial Intelligence, Vol. 172 (2026), Article 114291 DOI: 10.1016/j.engappai.2026.114291 Authors: Maria Bashir, Nasir Rahim, Shaker El-Sappagh, Omar Amin El-Serafy, Tamer Abuhmed Affiliations: Sungkyunkwan University · Gachon University · Galala University · Cairo University

2025

New Paper: Federated Learning Under Data Heterogeneity
New Paper: Federated Learning Under Data Heterogeneity
Abdenour Soubih January 10, 2025 May 17, 2026
federated learning security machine learning

We are excited to share our latest paper accepted at IMCOM 2025: Towards Robust Federated Learning: Investigating Poisoning Attacks Under Clients Data Heterogeneity.

2022

InfoLab Receives IITP Grant for Privacy-Adaptive AI Research
Tamer Abuhmed February 01, 2022 May 17, 2026
funding privacy AI news

InfoLab has been awarded a research grant from the Institute of Information and Communications Technology Planning and Evaluation (IITP) to develop Policy-Adaptive AI Privacy systems, running through December 2027.

2021

Welcome to the InfoLab Blog
Tamer Abuhmed March 01, 2021 May 17, 2026
news lab

Welcome to the official InfoLab blog. This space will serve as our home for research updates, paper announcements, lab news, and occasional deep-dives into topics at the frontier of AI security and biomedical AI.