百晓学者学者目录

任罡

副研究员，清华大学

精选作品

期刊论文

2026

High-resolution traffic flow estimation for urban road network: incorporating traffic flow model into deep learning

Jianhua Song, Zhe Zhang, Gang Ren, Jiefei Zhang, Jingfeng Ma

Expert Systems With Applications，Vol. 302

DOI

2026

Exploring metro reliability under synchronous cascading congestion induced by line perturbation

Yi Shen, Gang Ren, Bin Ran

Reliability Engineering & System Safety，Vol. 266

DOI

2025

Evaluation of conflict classification methods in pedestrian safety analyses: a comparative study with practical guidance

Ziqian Zhang, Haojie Li, Wenzhang Yang, Gang Ren

Transportation Letters-The International Journal Of Transportation Research，Vol. 170, No. 10

DOI

2025

State-Space and Multi-Scale Convolutional Generative Adversarial Network for Traffic Flow Forecasting

Wenxie Lin, Zhe Zhang, Yangzhen Zhao, Jinyu Zhang, Gang Ren

Systems，Vol. 13, No. 11

DOI

2025

The influences of built environment on ultra-peak for urban rail transit station passenger flows based on lasso-multiscale geographically weighted regression

Xing Zhao, Yangxin Li, Jinxin Sun, Liang Li, Gang Ren

Travel Behaviour And Society，Vol. 41

DOI

2025

Reconstructing fully-sampled vehicle trajectories with fragmented observations from connected and automated vehicles

Yue Deng, Qi Cao, Gang Ren, Changjian Wu, Shuichao Zhang

Expert Systems With Applications，Vol. 270

DOI

2025

Ex-post evaluation of transport interventions with causal mediation analysis

Yingheng Zhang, Haojie Li, Gang Ren

Transportation，Vol. 520, No. 1

DOI

2025

Data-driven exploration of heterogeneous gasoline price elasticities using generalized random forests

Yingheng Zhang, Haojie Li, Gang Ren

Transportation，Vol. 520, No. 1

DOI

2025

Analysing the role of traffic volume as mediator in transport policy evaluation with causal mediation analysis and targeted learning

Yingheng Zhang, Haojie Li, Gang Ren

Transportation Research Part A-Policy And Practice，Vol. 192

DOI

2024

Subway Multi-Station Coordinated Dynamic Control Method Considering Transfer Inbound Passenger Flow

Linghui Xu, Jia Lu, Shuichao Zhang, Gang Ren, Kangkang He

Sustainability，Vol. 16, No. 24

DOI

2024

Evade or rush? Investigating jaywalkers' sequential crossing decisions at mid-blocks without crossing facilities

Ziqian Zhang, Haojie Li, Gang Ren

Travel Behaviour And Society，Vol. 36

DOI

2024

Do non-motorists understand the traffic safety laws protecting them? Results from a Chinese survey

Ziqian Zhang, Haojie Li, Haodong Hu, Tiantian Chen, Gang Ren

Travel Behaviour And Society，Vol. 36

DOI

2024

Prediction of jaywalker-vehicle conflicts based on encoder-decoder framework utilizing multi-source data

Ziqian Zhang, Haojie Li, Gang Ren

Accident Analysis And Prevention，Vol. 195

DOI

2024

Model cascading overload failure and dynamic vulnerability analysis of facility network of metro station

Yi Shen, Huang Yang, Gang Ren, Bin Ran

Reliability Engineering & System Safety，Vol. 242

DOI

2023

Spatial and temporal prediction of secondary crashes combining stacked sparse auto-encoder and long short-term memory

Haojie Li, Qi Gao, Ziqian Zhang, Yingheng Zhang, Gang Ren

Accident Analysis And Prevention，Vol. 191

DOI

2023

Road safety evaluation with multiple treatments: A comparison of methods based on simulations

Yingheng Zhang, Haojie Li, Gang Ren

Accident Analysis And Prevention，Vol. 190

DOI

2023

Investigating jaywalker crossing risks from the sequential-conflict perspective: A grouped random parameters generalized ordered probit model

Ziqian Zhang, Haojie Li, Gang Ren

Accident Analysis And Prevention，Vol. 189

DOI

2023

Analyzing the injury severity in single-bicycle crashes: An application of the ordered forest with some practical guidance

Yingheng Zhang, Haojie Li, Gang Ren

Accident Analysis And Prevention，Vol. 189

DOI

2023

Investigating pedestrian crossing route choice at mid-blocks without crossing facilities: The role of roadside environment

Ziqian Zhang, Haojie Li, N. N. Sze, Gang Ren

Travel Behaviour And Society，Vol. 32

DOI

2023

Evaluating zone of influence for traffic-related emissions generated near bus stops: a case study in Nanjing, China

Jianhua Song, Gang Ren, Jiefei Zhang, Zhaowen Qiu

International Journal Of Urban Sciences，Vol. 270, No. 20

DOI

2022

How yielding cameras affect consecutive pedestrian-vehicle conflicts at non-signalized crosswalks? A mixed bivariate generalized ordered approach

Ziqian Zhang, Haojie Li, Haodong Hu, Gang Ren

Accident Analysis And Prevention，Vol. 178

DOI

2022

The impacts of non-motorized traffic enforcement cameras on red light violations of cyclists at signalized intersections

Huitao Lv, Haojie Li, N. N. Sze, Gang Ren

Journal Of Safety Research，Vol. 83

DOI

2022

Quantifying the social impacts of the London Night Tube with a double/debiased machine learning based difference-in-differences approach

Yingheng Zhang, Haojie Li, Gang Ren

Transportation Research Part A-Policy And Practice，Vol. 163

DOI

2022

Exploring the impacts of street layout on the frequency of pedestrian crashes: A micro-level study

Manman Zhu, Haojie Li, N. N. Sze, Gang Ren

Journal Of Safety Research，Vol. 81

DOI

2022

How is the visual working memory load of driver influenced by information density of traffic signs?

Jianwei Du, Gang Ren, Wei Liu, Haojie Li

Transportation Research Part F-Traffic Psychology And Behaviour，Vol. 86

DOI

2022

Estimating heterogeneous treatment effects in road safety analysis using generalized random forests

Yingheng Zhang, Haojie Li, Gang Ren

Accident Analysis And Prevention，Vol. 165

DOI

2021

Impacts of COVID-19 on the usage of public bicycle share in London

Haojie Li, Yingheng Zhang, Manman Zhu, Gang Ren

Transportation Research Part A-Policy And Practice，Vol. 150

DOI

2021

Propensity score methods for road safety evaluation: Practical suggestions from a simulation study

Yingheng Zhang, Haojie Li, N. N. Sze, Gang Ren

Accident Analysis And Prevention，Vol. 158

DOI

2021

Cascading failure analysis and robustness optimization of metro networks based on coupled map lattices: a case study of Nanjing, China

Yi Shen, Gang Ren, Bin Ran

Transportation，Vol. 480, No. 2

DOI

2021

Allocation and Scheduling of Handling Resources in the Railway Container Terminal Based on Crossing Crane Area

Gang Ren, Xiaohan Wang, Jiaxin Cai, Shujuan Guo

Sustainability，Vol. 13, No. 3

DOI

2021

Evaluating the speed camera sites selection criteria in the UK

Haojie Li, Manman Zhu, Daniel J. Graham, Gang Ren

Journal Of Safety Research，Vol. 76

DOI

2020

A causal analysis of time-varying speed camera safety effects based on the propensity score method

Haojie Li, Yingheng Zhang, Gang Ren

Journal Of Safety Research，Vol. 75

DOI

2019

Effects of dockless bike-sharing systems on the usage of the London Cycle Hire

Haojie Li, Yingheng Zhang, Hongliang Ding, Gang Ren

Transportation Research Part A-Policy And Practice，Vol. 130

DOI

2019

Comparison of empirical Bayes and propensity score methods for road safety evaluation: A simulation study

Haojie Li, Daniel J. Graham, Hongliang Ding, Gang Ren

Accident Analysis And Prevention，Vol. 129

DOI

2018

Transportation Demands of Low-Mobility Individuals: Case Study in Wenling, China

Gang Ren, Tao Zhang, Lei Xu, Yang Yang

Journal Of Urban Planning And Development，Vol. 144, No. 4

DOI

2018

Effects of the London Cycle Superhighways on the usage of the London Cycle Hire

Haojie Li, Hongliang Ding, Gang Ren, Chengcheng Xu

Transportation Research Part A-Policy And Practice，Vol. 111

DOI

2015

Application of SFCA pedestrian simulation model to the signalized crosswalk width design

Lili Lu, Gang Ren, Wei Wang, Ching-Yao Chan

Transportation Research Part A-Policy And Practice，Vol. 80

DOI

预印本

2026

LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence

Xingxuan Zhang, Gang Ren, Hao Yuan, Hao Zou, Hongze Tan, Hui Wang, Jianhao Song, Jiansheng Li, Jiayao Zhang, Jinghan Zhang, Kaifang Li, Lang Mo, Li Mao, Mingchao Hao, Nuo Xu, Rui Ding, Ruiji Zhang, Shuyang Li, Siyu Mei, Tianyang Zhang, Weiyang Mu, Yancheng Dong, Yongxian Wei, Yuan Xue, Yuanrui Wang, Yue He, Zijia Yang, Ziyun Li, Dongzhe Li, Fuqiang Wang, Jiandong Liu, Jiawei Chen, Jiaxin Du, Kaijie Cheng, Kehan Li, Lei Sun, Linjun Zhou, Ningbo Dai, Qi Wang, Renzhe Xu, Shaoxing Du, Shumeng Yang, Wang Lu, Wenjing Chu, Xiannan Huang, Xiaoyu Lin, Xing Ai, Xinyan Han, Xuanyue Li, Xuanyue Su, Xukun Zhang, Yan Lu, Yaxin Zhang, Yi Qin, Yifei Huang, Yihan Xu, Yongle Lv, Yuanyuan Jiang, Yushan Han, Peng Cui

arXiv preprint

2026

LimiX-2M: Mitigating Low-Rank Collapse and Attention Bottlenecks in Tabular Foundation Models

Yuanrui Wang, Xingxuan Zhang, Han Yu, Mingchao Hao, Gang Ren, Hao Yuan, Li Mao, Yunjia Zhang, Chun Yuan, Peng Cui

arXiv preprint

2025

LimiX: Unleashing Structured-Data Modeling Capability for Generalist Intelligence

Xingxuan Zhang, Gang Ren, Han Yu, Hao Yuan, Hui Wang, Jiansheng Li, Jiayun Wu, Lang Mo, Li Mao, Mingchao Hao, Ningbo Dai, Renzhe Xu, Shuyang Li, Tianyang Zhang, Yue He, Yuanrui Wang, Yunjia Zhang, Zijing Xu, Dongzhe Li, Fang Gao, Hao Zou, Jiandong Liu, Jiashuo Liu, Jiawei Xu, Kaijie Cheng, Kehan Li, Linjun Zhou, Qing Li, Shaohua Fan, Xiaoyu Lin, Xinyan Han, Xuanyue Li, Yan Lu, Yuan Xue, Yuanyuan Jiang, Zimu Wang, Zhenlei Wang, Peng Cui

arXiv preprint

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