Meta-Reinforcement Learning for Centralized Multiple Intersections Traffic Signal Control. - Yanyu Ren; Jia Wu 005; Chenglin Yi; Yunchuan Ran; Yican Lou (ITSC, 2022)

A Spatial-Temporal Deep Reinforcement Learning Model for Large-Scale Centralized Traffic Signal Control. - Chenglin Yi; Jia Wu 005; Yanyu Ren; Yunchuan Ran; Yican Lou (ITSC, 2022)

An Empirical Study of NetOps Capability of Pre-Trained Large Language Models. - Yukai Miao; Yu Bai 021; Li Chen 008; Dan Li 001; Haifeng Sun 001; Xizheng Wang; Ziqiu Luo; Yanyu Ren; Dapeng Sun; Xiuting Xu; Qi Zhang; Chao Xiang; et al. (CoRR, 2023)

Critique of "A Parallel Framework for Constraint-Based Bayesian Network Learning via Markov Blanket Discovery" by SCC Team From Tsinghua University. - Juncheng Cao; Kaiyuan Rong; Mingshu Zhai; Zeyu Song; Yanyu Ren; Yuxi Zhu; Wentao Han; Jidong Zhai (IEEE Trans. Parallel Distributed Syst., 2023)

Pistis-RAG: A Scalable Cascading Framework Towards Trustworthy Retrieval-Augmented Generation. - Yu Bai 021; Yukai Miao; Li Chen 008; Dan Li 001; Yanyu Ren; Hongtao Xie; Ce Yang; Xuhui Cai (CoRR, 2024)

Human-Computer Interaction Interface Design in the Cab of New Energy Vehicles. - Yanxue Zhang; Nanmei Zhang; Hui Yang; Yanyu Ren (Scalable Comput. Pract. Exp., 2024)

DeepFaith: A Domain-Free and Model-Agnostic Unified Framework for Highly Faithful Explanations. - Yuhan Guo; Lizhong Ding 003; Shihan Jia; Yanyu Ren; Pengqi Li; Jiarun Fu; Changsheng Li; Ye Yuan 001; Guoren Wang (CoRR, 2025)

ComputerRL: Scaling End-to-End Online Reinforcement Learning for Computer Use Agents. - Hanyu Lai; Xiao Liu 036; Yanxiao Zhao; Han Xu; Hanchen Zhang; Bohao Jing; Yanyu Ren; Shuntian Yao; Yuxiao Dong; Jie Tang 001 (CoRR, 2025)