most citedBeyond Empathy: Integrating Diagnostic and Therapeutic Reasoning with Large Language Models for Mental Health Counseling

3 citations · 5 across the 8 of their papers we have counts for

collaborators

8 papers

cs.CV2026

HUG-VIS: A Multimodal Benchmark for Human-centered Understanding and Generation in Visual Intelligence

Fei Ma, Zebang Cheng, Minghui Li +11

Visual intelligence seeks to perceive, interpret, and synthesize the visual world and is central to modern computer vision. Human-centered visual intelligence is especially demandi…

cs.CV2026

OmniOPSD: Rationale-Privileged On-Policy Self-Distillation for Affective Computing

Zebang Cheng, Shuimu Chen, Boxue Yang +7

Reinforcement learning for multimodal large language models (MLLMs) is often hindered by severe reward sparsity in complex reasoning tasks. This challenge is particularly pronounce…

cs.CV2026

EmoTrans: A Benchmark for Understanding, Reasoning, and Predicting Emotion Transitions in Multimodal LLMs

He Hu, Tengjin Weng, Zebang Cheng +5

Recent multimodal large language models (MLLMs) have shown strong capabilities in perception, reasoning, and generation, and are increasingly used in applications such as social ro…

cs.HC2026

MER 2026: From Discriminative Emotion Recognition to Generative Emotion Understanding

Zheng Lian, Xiaojiang Peng, Kele Xu +16

MER2026 marks the fourth edition of the MER series of challenges. The MER series provides valuable data resources to the research community and offers tasks centered on recent rese…

cs.CV2026

Nüwa: Mending the Spatial Integrity Torn by VLM Token Pruning

Yihong Huang, Fei Ma, Yihua Shao +4

Vision token pruning has proven to be an effective acceleration technique for the efficient Vision Language Model (VLM). However, existing pruning methods demonstrate excellent per…

cs.AI2025★ 2 cited

TheraMind: A Strategic and Adaptive Agent for Longitudinal Psychological Counseling

He Hu, Chiyuan Ma, Qianning Wang +5

The shortage of mental health professionals has driven the web to become a primary avenue for accessible psychological support. While Large Language Models (LLMs) offer promise for…

cs.CL2025★ 3 cited

Beyond Empathy: Integrating Diagnostic and Therapeutic Reasoning with Large Language Models for Mental Health Counseling

He Hu, Yucheng Zhou, Juzheng Si +6

Large language models (LLMs) hold significant potential for mental health support, capable of generating empathetic responses and simulating therapeutic conversations. However, exi…

cs.CL2025

EmoBench-M: Benchmarking Emotional Intelligence for Multimodal Large Language Models

He Hu, Lianzhong You, Hongbo Xu +7

With the integration of multimodal large language models (MLLMs) into robotic systems and AI applications, embedding emotional intelligence (EI) capabilities is essential for enabl…