3 papers
cs.LG2026
Neurai-VN Benchmark: Standardized Machine Learning Models for Multimodal Digital Phenotyping in Mental Health Classification
Quoc-Cuong Pham, Hoang-Thuy-Duong Vu, Thi-Thanh-Huong Ha +1
Digital phenotyping (DP) using smartphones and wearable devices has emerged as a promising approach for assessing mental health, particularly depression and anxiety. However, progr…
cs.CL2026
VISHC at PsyDefDetect: Mitigating Data Scarcity in Psychological Defense Classification with Context-Aware Synthetic Augmentation
Hoang-Thuy-Duong Vu, Quoc-Cuong Pham, Huy-Hieu Pham
Psychological defense mechanisms (PDMs) are unconscious cognitive processes that modulate how individuals perceive and respond to emotional distress. Automatically classifying PDMs…
cs.LG2026
FedKDX: Federated Learning with Negative Knowledge Distillation for Enhanced Healthcare AI Systems
Quang-Tu Pham, Hoang-Dieu Vu, Dinh-Dat Pham +1
This paper introduces FedKDX, a federated learning framework that addresses limitations in healthcare AI through Negative Knowledge Distillation (NKD). Unlike existing approaches t…