Author

Duc-Trong Le

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Conference Aug 2026

A Unified Framework for Automated Proctoring under Overhead Surveillance and Imperfect Supervision

Automated exam proctoring under overhead surveillance is challenging due to desk occlusion, privacy concerns, rare cheating events, and limited manual annotations. To address these issues, we propose a noise-aware proctoring framework based on Temporal Kinematic Network (TKNet), a topology-independent backbone that foc...

Dinh-Chinh Nguyen, H. Nguyen, Le-Hoang Mai et al. · International Conference on... · 0 citations

Aug 2026

MagXCL: enhanced multimodal adaptation gate and cross-modal contrastive learning for multimodal sentiment analysis

MagXCL, a unified framework designed to improve multimodal integration through more effective interaction between verbal and non-verbal modalities, is proposed, demonstrating the effectiveness of combining AMag with CrossCL to produce more accurate and robust multimodal sentiment predictions.

Duc-Duy Duong, Cam-Van Thi Nguyen, Duc-Trong Le · Neural computing & applicati... · 0 citations

#machine learning Preprint Aug 2026

SCENARIODIFF: A Scenario-level Guidance Framework for Multimodal Time Series Forecasting--Extended Version

Experiments on the Time-MMD benchmark show that SCENARIODIFF is especially effective in event-driven domains, demonstrating the value of explicit hierarchical scenario guidance for multimodal time series forecasting.

Tuan-Binh Tran, Dat Nguyen Cong, Duc-Trong Le et al. · 0 citations