Author

Jian-Yuan Zhong

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#artificial intelligence Review Oct 2026

S$^2$-MAS: A Society-Scale Multi-Agent Simulation Framework with 500 Million Household Persona Agents

Simulating economic responses at society scale requires agents whose decisions reflect household circumstances and the effects of earlier actions. We introduce S$^2$-MAS, a society-scale multi-agent simulation framework built on 500 million synthetic household personas grounded in real-survey data. Its Genese engine se...

Yang Li, Yi-Ke Wang, Diane Wan et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Inspire: Benchmarking Scientific Literature Search for Open Research Problems

INSPIRE, a benchmark for evaluating agents that search prior literature to make progress on solution-redacted research problems, enables both end-to-end comparison and stage-resolved diagnosis in a setting where the agent must construct its own working criterion of relevance.

Jian-Rong Ding, Zheng-Yan Shi, Jian-Yuan Zhong et al. · 0 citations

2025

Dependency Matters: Enhancing LLM Reasoning with Explicit Knowledge Grounding

Grounded Reasoning in Dependency (GRiD) is introduced, a novel dependency-aware reasoning framework that explicitly grounds reasoning steps in structured knowledge that substantially improves reasoning accuracy, consistency, and faithfulness compared to recent state-of-the-art structured reasoning methods.

Xiangyu Wen, Min Li, Junhua Huang et al. · Neural Information Processin... · 2 citations