学术相关
AgentSociety 2: An Integrated Research Environment for Executable Social Science 1
本质上是一个类似claude code的系统，偏向一个能力展示的demo，但对实验设计和仿真的效果及质量没有保障，特别是考虑到cases都是对齐人类经典研究以及系统设计的数据处理方式，LLM展示的实验结果很可能是“因果鹦鹉”
$AgentScoiety^2$: an Integrated Research Environment for executable computational social science.
- AI scocial scientists: literature grounding, hypothesis generation, experiment design, simulation execution, result interpretation, manuscript drafting
- silicon participants
- Social Generative Agents
- Tools
- workspace_read/write/list, grep, glob, bash, codegen, done
- Observation, Cognition, Plan, Memory
- Tools
- AI Social Scientist
- Pipeline State Machine: Literature Search -> Hypothesis Formulation -> Experiment Configuration -> Simulation Execution -> Analysis
- Agentic Data Foundation
- data grounds social science research
- data grounds simulation experiments
- data grounds social generative agents
- Benchmark
- 测试的是将自然语言映射为环境函数调用的能力
- Baseline
- ReAct, PlanExecute, SearchTool
- cases
- emergence of social norm
- public goods experiments
- evaluative biases
- self-processing biases
- information cocoon
- opinion polarization
- daily mobility
- disaster mobility
进化算法
- 进化计算 Evolutionary Computation, EC
- 遗传算法，进化策略，遗传编程
- 粒子群算法，蚁群算法，人工蜂群算法
- 差分进化，分布估计算法，学习分类器
- 神经网络 Neural Networks, NNs
- 模糊系统 Fuzzy System, FS
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Piao, J., Zhang, J., Huang, H., Zhang, K., Wang, J. Y., Zhao, X., Li, S., Sun, B., Chang, J., Xu, F., Wang, C., Zhang, F., Rong, K., Su, J., Meng, T., Liu, Y., Meng, Q., Wang, Y., & Li, Y. (2026). AgentSociety 2: An integrated research environment for executable social science (Version 2). arXiv. https://doi.org/10.48550/ARXIV.2607.11895 ↩