3 papers
cs.CL2026
A Training-Free Mixture-of-Agents Framework for Multi-Document Summarization using LLMs and Knowledge Graphs
Cuong Vuong Tuan, Trang Mai Xuan, Tien-Cuong Nguyen +2
Multi-Document Summarization (MDS) plays a critical role in distilling essential information from collections of textual data. Existing approaches often struggle to capture complex…
cs.SD2026
Toward Fine-Grained Speech Inpainting Forensics:A Dataset, Method, and Metric for Multi-Region Tampering Localization
Tung Vu, Yen Nguyen, Hai Nguyen +2
Recent advances in voice cloning and text-to-speech synthesis have made partial speech manipulation - where an adversary replaces a few words within an utterance to alter its meani…
cs.CV2026
Emotion-Aware Classroom Quality Assessment Leveraging IoT-Based Real-Time Student Monitoring
Hai Nguyen, Hieu Dao, Hung Nguyen +2
This study presents high-throughput, real-time multi-agent affective computing framework designed to enhance classroom learning through emotional state monitoring. As large classro…