Author

Jiyan He

University of Science and Technology of China

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#artificial intelligence Open access Dec 2023

Controlling Risks of AI in Chemical Science with Agents

SciGuard is proposed, an agent-based guardrail that employs large language models, tools and external knowledge to assess and control risks in scientific AI interactions, and achieves a state-of-the-art harmlessness score on red-teaming queries, while maintaining high performance on benign tasks, without sacrificing sc...

Jiyan He, Hao-Xiang Guan, Weitao Feng et al. · AI for Science · 26 citations · ⚡4

Jul 2026

Learning behavior accounts for background-related advantage in AI-assisted education

A deeper understanding of AI assistance in education is provided by showing how differences in learner profiles and learning behavior shape who benefits from AI-supported learning, and how learner profiles and learning behavior shape these patterns.

Jing-Wei Yi, Yueqi Xie, Jiyan He et al. · arXiv.org · 0 citations

Jul 2026

OrchBench: Evaluating Multi-Agent Orchestration Plans in Isolation via Deterministic Simulation

OrchBench is established as an efficient and interpretable benchmark for comparing and diagnosing multi-agent orchestration plans, finding that preserving task-critical information is more important than simply increasing the number of agents, and the benefits of parallelism diminish as coordination failures accumulate...

Zhenzhen Ren, Jiyan He, Xinpeng Zhang et al. · arXiv.org · 0 citations