Rong Shan

According to our database, Rong Shan authored at least 21 papers between 2011 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Full-Stack Optimized Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation.

Rong Shan, Jiachen Zhu, Jianghao Lin, Chenxu Zhu, Bo Chen, Ruiming Tang, Yong Yu, Weinan Zhang

Trans. Recomm. Syst., June, 2026

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering.

Jiachen Zhu, Zhuoying Ou, Congmin Zheng, Yuxiang Chen, Zeyu Zheng, Rong Shan, Lingyu Yang, Lionel Z. Wang, Weiwen Liu, Yong Yu, Weinan Zhang, Jianghao Lin

CoRR, May, 2026

Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents.

Rong Shan, Te Gao, Hang Zheng, Yunjia Xi, Jiachen Zhu, Zeyu Zheng, Yong Yu, Weinan Zhang, Jianghao Lin

CoRR, May, 2026

Turing Test on Screen: A Benchmark for Mobile GUI Agent Humanization.

Jiachen Zhu, Lingyu Yang, Rong Shan, Congmin Zheng, Zeyu Zheng, Weiwen Liu, Yong Yu, Weinan Zhang, Jianghao Lin

CoRR, April, 2026

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering.

Chenyu Zhou, Huacan Chai, Wenteng Chen, Zihan Guo, Rong Shan, Yuanyi Song, Tianyi Xu, Yingxuan Yang, Aofan Yu, Weiming Zhang, Congming Zheng, Jiachen Zhu, Zeyu Zheng, Zhuosheng Zhang, Xingyu Lou, Changwang Zhang, Zhihui Fu, Jun Wang, Weiwen Liu, Jianghao Lin, Weinan Zhang

CoRR, April, 2026

PhotoBench: Beyond Visual Matching Towards Personalized Intent-Driven Photo Retrieval.

Tianyi Xu, Rong Shan, Junjie Wu, Jiadeng Huang, Teng Wang, Jiachen Zhu, Wenteng Chen, Minxin Tu, Quantao Dou, Zhaoxiang Wang, Changwang Zhang, Weinan Zhang, Jun Wang, Jianghao Lin

CoRR, March, 2026

MuonRec: Shifting the Optimizer Paradigm Beyond Adam in Scalable Generative Recommendation.

Rong Shan, Aofan Yu, Bo Chen, Kuo Cai, Qiang Luo, Ruiming Tang, Han Li, Weiwen Liu, Weinan Zhang, Jianghao Lin

CoRR, March, 2026

OSCAR: Optimization-Steered Agentic Planning for Composed Image Retrieval.

Teng Wang, Rong Shan, Jianghao Lin, Junjie Wu, Tianyi Xu, Jianping Zhang, Wenteng Chen, Changwang Zhang, Zhaoxiang Wang, Weinan Zhang, Jun Wang

CoRR, February, 2026

A Comprehensive Survey of Process Reward Models: Data Generation, Model Construction, and Usage.

Congmin Zheng, Jiachen Zhu, Zhuoying Ou, Yuxiang Chen, Kangning Zhang, Rong Shan, Zeyu Zheng, Mengyue Yang, Jianghao Lin, Yong Yu, Weinan Zhang

Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2026

2025

A Survey of Process Reward Models: From Outcome Signals to Process Supervisions for Large Language Models.

Congming Zheng, Jiachen Zhu, Zhuoying Ou, Yuxiang Chen, Kangning Zhang, Rong Shan, Zeyu Zheng, Mengyue Yang, Jianghao Lin, Yong Yu, Weinan Zhang

CoRR, October, 2025

A Survey of LLM-based Deep Search Agents: Paradigm, Optimization, Evaluation, and Challenges.

Yunjia Xi, Jianghao Lin, Yongzhao Xiao, Zheli Zhou, Rong Shan, Te Gao, Jiachen Zhu, Weiwen Liu, Yong Yu, Weinan Zhang

CoRR, August, 2025

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey.

Jiachen Zhu, Menghui Zhu, Renting Rui, Rong Shan, Congmin Zheng, Bo Chen, Yunjia Xi, Jianghao Lin, Weiwen Liu, Ruiming Tang, Yong Yu, Weinan Zhang

CoRR, June, 2025

Large language models make sample-efficient recommender systems.

Jianghao Lin, Xinyi Dai, Rong Shan, Bo Chen, Ruiming Tang, Yong Yu, Weinan Zhang

Frontiers Comput. Sci., April, 2025

Stop DDoS Attacking the Research Community with AI-Generated Survey Papers.

Jianghao Lin, Rong Shan, Jiachen Zhu, Yunjia Xi, Yong Yu, Weinan Zhang

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

An Automatic Graph Construction Framework based on Large Language Models for Recommendation.

Rong Shan, Jianghao Lin, Chenxu Zhu, Bo Chen, Menghui Zhu, Kangning Zhang, Jieming Zhu, Ruiming Tang, Yong Yu, Weinan Zhang

Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, V.2, 2025

2024

Lifelong Personalized Low-Rank Adaptation of Large Language Models for Recommendation.

Jiachen Zhu, Jianghao Lin, Xinyi Dai, Bo Chen, Rong Shan, Jieming Zhu, Ruiming Tang, Yong Yu, Weinan Zhang

CoRR, 2024

ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation.

Jianghao Lin, Rong Shan, Chenxu Zhu, Kounianhua Du, Bo Chen, Shigang Quan, Ruiming Tang, Yong Yu, Weinan Zhang

Proceedings of the ACM on Web Conference 2024, 2024

2021

Lung Cancer Diagnosis Based on an ANN Optimized by Improved TEO Algorithm.

Rong Shan, Tahereh Rezaei

Comput. Intell. Neurosci., 2021

2018

Reliability Simulation of Mobile Wireless Sensor Networks Based on Support Vector Machines.

Rong Shan, Tao Li

Proceedings of the 14th International Conference on Computational Intelligence and Security, 2018

2011

Application of Multi-agent in Personalized Education System.

Rong Shan

Proceedings of the Advances in Computer Science, Environment, Ecoinformatics, and Education, 2011

Constructing the Expandability Web Service Based Linux.

Rong Shan

Proceedings of the Seventh International Conference on Computational Intelligence and Security, 2011