Ouyang, Siru

ReasoningBank: Scaling Agent Self-Evolving with Reasoning Memory

Ouyang, S., Yan, J., Hsu, I.-H., Chen, Y., Jiang, K., Wang, Z., Han, R., Le, L. T., Daruki, S., Tang, X., et al. (2025) · arXiv

AI-based Problem Solving and PlanningDomain Adaptation and Few-Shot Learning

Cited by 295

Structured Chemistry Reasoning with Large Language Models

Ouyang, S., Zhang, Z., Yan, B., Liu, X., Choi, Y., Han, J., & Qin, L. (2023) · arXiv

Machine Learning in Materials ScienceMultimodal Machine Learning Applications

Cited by 9

ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning

Tang, X., Hu, T., Ye, M., Shao, Y., Yin, X., Ouyang, S., Zhou, W., Lu, P., Zhang, Z., Zhao, Y., et al. (2025) · arXiv

Machine Learning in Materials ScienceMultimodal Machine Learning Applications

Cited by 4

MemoryArena: Benchmarking Agent Memory in Interdependent Multi-Session Agentic Tasks

He, Z., Wang, Y., Zhi, C., Hu, Y., Chen, T.-P., Yin, L., Chen, Z., Wu, T. A., Ouyang, S., Wang, Z., et al. (2026) · arXiv

AI-based Problem Solving and PlanningInformation Retrieval and Search Behavior

Cited by 0

Decocted Experience Improves Test-Time Inference in LLM Agents

Shen, M., Zha, K., He, Z., Hong, Z.-W., Ouyang, S., Ryu, J. J., Sattigeri, P., Diggavi, S., & Wornell, G. (2026) · arXiv

Topic ModelingAI-based Problem Solving and Planning

Cited by 0