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Jintao Huang

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#artificial intelligence Review Oct 2026

AgentPersonaBench: Benchmarking Persona-Driven User Simulation

We introduce AgentPersonaBench (APB), a benchmark evaluating whether persona conditioning faithfully steers downstream agent behavior. While language models are increasingly deployed for persona-driven user simulation, existing benchmarks primarily evaluate conversational styling or self-reports rather than authentic b...

Jin-Tao Huang, Yi-Fan Wang, Hong-Yuan Shen et al. · 0 citations
Open access Sep 2026

Efficient Acidic H2O2 Electrosynthesis over Co Atoms Anchored on Nitrogen-Doped Hierarchical Porous Carbon

The two-electron oxygen reduction reaction (2e− ORR) presents a promising route for the on-site production of hydrogen peroxide (H2O2), offering a green alternative to energy-consuming anthraquinone process. However, the high selectivity toward the competing 4e− ORR over the desired 2e− pathway leads to low Faradaic ef...

Xiao Huang, Zi-Hao Zhan, Hao-Xu Niu et al. · 0 citations
Review Sep 2026

A six-dimensional framework for water splitting electrocatalysts: from intrinsic activity to practical performance.

Electrocatalytic water splitting using renewable electricity is widely regarded as a promising route to sustainable hydrogen production. However, its practical application is hindered by the sluggish kinetics of both the hydrogen evolution reaction (HER) and the oxygen evolution reaction (OER). A critical challenge rem...

Yu'an Li, Hui-Ying Li, Jin-Tao Huang et al. · 0 citations
Review Aug 2026

MatrAIx: Simulating the World with 8.3 Billion Persona Agents

MatrAIx is introduced, a population-scale simulated-user evaluation infrastructure for testing AI systems and digital products with heterogeneous users and provides an end-to-end infrastructure for evaluating AI systems and digital products with diverse simulated human users.

Xiaomin Li, Yuexing Hao, Jian Hou et al. · 1 citation

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