activity
20242026
most citedMany Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System

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

collaborators

8 papers

cs.AI2026

RiskWebWorld: A Realistic Interactive Benchmark for GUI Agents in E-commerce Risk Management

Renqi Chen, Zeyin Tao, Jianming Guo +6

Graphical User Interface (GUI) agents show strong capabilities for automating web tasks, but existing interactive benchmarks primarily target benign, predictable consumer environme…

cs.CV2025

NAS-LoRA: Empowering Parameter-Efficient Fine-Tuning for Visual Foundation Models with Searchable Adaptation

Renqi Chen, Haoyang Su, Shixiang Tang

The Segment Anything Model (SAM) has emerged as a powerful visual foundation model for image segmentation. However, adapting SAM to specific downstream tasks, such as medical and a…

cs.AI2025

ProMind-LLM: Proactive Mental Health Care via Causal Reasoning with Sensor Data

Xinzhe Zheng, Sijie Ji, Jiawei Sun +3

Mental health risk is a critical global public health challenge, necessitating innovative and reliable assessment methods. With the development of large language models (LLMs), the…

cs.AI2025

AI-Driven Automation Can Become the Foundation of Next-Era Science of Science Research

Renqi Chen, Haoyang Su, Shixiang Tang +7

The Science of Science (SoS) explores the mechanisms underlying scientific discovery, and offers valuable insights for enhancing scientific efficiency and fostering innovation. Tra…

cs.AI2024★ 4 cited

Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System

Haoyang Su, Renqi Chen, Shixiang Tang +10

The rapid advancement of scientific progress requires innovative tools that can accelerate knowledge discovery. Although recent AI methods, particularly large language models (LLMs…

cs.CL2024★ 1 cited

MindGuard: Towards Accessible and Sitgma-free Mental Health First Aid via Edge LLM

Sijie Ji, Xinzhe Zheng, Jiawei Sun +3

Mental health disorders are among the most prevalent diseases worldwide, affecting nearly one in four people. Despite their widespread impact, the intervention rate remains below 2…

cs.CV2024

DeNAS-ViT: Data Efficient NAS-Optimized Vision Transformer for Ultrasound Image Segmentation

Renqi Chen, Xinzhe Zheng, Haoyang Su +1

Accurate segmentation of ultrasound images is essential for reliable medical diagnoses but is challenged by poor image quality and scarce labeled data. Prior approaches have relied…

cs.LG2024

An Embarrassingly Simple Approach to Enhance Transformer Performance in Genomic Selection for Crop Breeding

Renqi Chen, Wenwei Han, Haohao Zhang +6

Genomic selection (GS), as a critical crop breeding strategy, plays a key role in enhancing food production and addressing the global hunger crisis. The predominant approaches in G…