CORTEXA
← Browse

Meng Zhang

4 papers indexed

arxivcs.AI2026-07-05

HAS-Bench: Evaluating LLM-Based Human-Agent Systems under Configurable Human Participation

Yaozu Wu, Wei-Chieh Huang, Jizhou Guo, Dongyuan Li, Renhe Jiang, Henry Peng Zou, et al.

Large language models increasingly operate in settings where humans are active collaborators rather than passive task providers. We introduce HAS-Framework, a graph-based framework that represents humans and LLM-powered agents as first-class participants with explicit roles, perm…

View free PDFSource page
crossrefWater2025-07-12Cited by 2

Research on the Denitrification Efficiency of Anammox Sludge Based on Machine Vision and Machine Learning

Yiming Hu, Dongdong Xu, Meng Zhang, Shihao Ge, Dongyu Shi, Yunjie Ruan

This study combines machine vision technology and deep learning models to rapidly assess the activity of anaerobic ammonium oxidation (Anammox) granular sludge. As a highly efficient nitrogen removal technology for wastewater treatment, the Anammox process has been widely applied…

View free PDFSource page
crossrefAtmosphere2024-02-27Cited by 7

Analysis of Primary Air Pollutants’ Spatiotemporal Distributions Based on Satellite Imagery and Machine-Learning Techniques

Yanyu Li, Meng Zhang, Guodong Ma, Haoyuan Ren, Ende Yu

Accurate monitoring of air pollution is crucial to human health and the global environment. In this research, the various multispectral satellite data, including MODIS AOD/SR, Landsat 8 OLI, and Sentinel-2, together with the two most commonly used machine-learning models, viz. mu…

View free PDFSource page
crossrefRemote Sensing2023-06-10Cited by 8

Regional Representativeness Analysis of Ground-Monitoring PM2.5 Concentration Based on Satellite Remote Sensing Imagery and Machine Learning Techniques

Rui Luo, Meng Zhang, Guodong Ma

The issue of urban air quality in China has become increasingly significant due to industrialization and rapid urbanization. Although PM2.5 is the major air pollutant in most cities of northern China and has a direct negative impact on human health, there is a problem of under-re…

View free PDFSource page