Publications

2026

1. ICML

   

   AMA-Bench: Evaluating Long-Horizon Memory for Agentic Applications

   Yujie Zhao, Boqin Yuan, Junbo Huang, Haocheng Yuan, Zhongming Yu, Haozhou Xu, and 6 more authors

   In International Conference on Machine Learning (ICML), 2026

   Paper Bib Website

   @inproceedings{zhao2026amabench,
     title = {AMA-Bench: Evaluating Long-Horizon Memory for Agentic Applications},
     author = {Zhao, Yujie and Yuan, Boqin and Huang, Junbo and Yuan, Haocheng and Yu, Zhongming and Xu, Haozhou and Hu, Lanxiang and Shankarampeta, Abhilash and Huang, Zimeng and Ni, Wentao and Tian, Yuandong and Zhao, Jishen},
     booktitle = {International Conference on Machine Learning (ICML)},
     year = {2026},
   }

2. CAIS-W

   

   ClawTrace: Cost-Aware Tracing for LLM Agent Skill Distillation

   Boqin Yuan, Renchu Song, Yue Su, Sen Yang, and Jing Qin

   In ACM CAIS 2026 Workshop on Agent Skills (Oral), 2026

   Paper Bib Code Website

   @inproceedings{yuan2026clawtrace,
     title = {ClawTrace: Cost-Aware Tracing for LLM Agent Skill Distillation},
     author = {Yuan, Boqin and Song, Renchu and Su, Yue and Yang, Sen and Qin, Jing},
     booktitle = {ACM CAIS 2026 Workshop on Agent Skills (Oral)},
     year = {2026},
   }

3. DAC

   

   PRO-V-R1: Reasoning Enhanced Programming Agent for RTL Verification

   Yujie Zhao, Zhijing Wu, Boqin Yuan, Zhongming Yu, Hejia Zhang, Wentao Ni, and 3 more authors

   In Design Automation Conference (DAC), 2026

   Paper Bib

   @inproceedings{zhao2026provr1,
     title = {PRO-V-R1: Reasoning Enhanced Programming Agent for RTL Verification},
     author = {Zhao, Yujie and Wu, Zhijing and Yuan, Boqin and Yu, Zhongming and Zhang, Hejia and Ni, Wentao and Ho, Chia-Tung and Ren, Haoxing and Zhao, Jishen},
     booktitle = {Design Automation Conference (DAC)},
     year = {2026},
   }

4. ICLR-W

   

   Diagnosing Retrieval vs. Utilization Bottlenecks in LLM Agent Memory

   Boqin Yuan, Yue Su, and Kun Yao

   In ICLR 2026 Workshop MemAgents (Poster), 2026

   Paper Bib

   @inproceedings{yuan2026diagnosing,
     title = {Diagnosing Retrieval vs. Utilization Bottlenecks in LLM Agent Memory},
     author = {Yuan, Boqin and Su, Yue and Yao, Kun},
     booktitle = {ICLR 2026 Workshop MemAgents (Poster)},
     year = {2026},
   }

2025

1. ICAIL

   

   L-MARS: Legal Multi-Agent Workflow with Orchestrated Reasoning and Agentic Search

   Ziqi Wang and Boqin Yuan

   In The 21st International Conference on Artificial Intelligence and Law (ICAIL), 2026, 2025

   Paper Bib

   @inproceedings{wang2025lmars,
     title = {L-MARS: Legal Multi-Agent Workflow with Orchestrated Reasoning and Agentic Search},
     author = {Wang, Ziqi and Yuan, Boqin},
     booktitle = {The 21st International Conference on Artificial Intelligence and Law (ICAIL), 2026},
     year = {2025},
   }

2. arXiv

   

   aiXiv: A Next-Generation Open Access Ecosystem for Scientific Discovery Generated by AI Scientists

   Pengsong Zhang, Xiang Hu, Guowei Huang, Yang Qi, Heng Zhang, Boqin Yuan, and 1 more author

   arXiv preprint arXiv:2508.15126, 2025

   Paper Bib

   @article{zhang2025aixiv,
     title = {aiXiv: A Next-Generation Open Access Ecosystem for Scientific Discovery Generated by AI Scientists},
     author = {Zhang, Pengsong and Hu, Xiang and Huang, Guowei and Qi, Yang and Zhang, Heng and Yuan, Boqin and others},
     journal = {arXiv preprint arXiv:2508.15126},
     year = {2025},
   }