3 papers
cs.SD2026
MindMelody: A Closed-Loop EEG-Driven System for Personalized Music Intervention
Yimeng Zhang, Yueru Sun, Haoyu Gu +1
Driven by the escalating global burden of mental health conditions, music-based interventions have attracted significant attention as a non-invasive, cost-effective modality for em…
cs.CV2026
EmoMM: Benchmarking and Steering MLLM for Multimodal Emotion Recognition under Conflict and Missingness
Yueru Sun, Yimeng Zhang, Haoyu Gu +5
Multimodal Emotion Recognition (MER) is critical for interpreting real-world interactions. While Multimodal Large Language Models (MLLM) have shown promise in MER, their internal d…
cs.CL2025
Empathy-R1: A Chain-of-Empathy and Reinforcement Learning Framework for Long-Form Mental Health Support
Xianrong Yao, Dong She, Chenxu Zhang +5
Empathy is critical for effective mental health support, especially when addressing Long Counseling Texts (LCTs). However, existing Large Language Models (LLMs) often generate repl…