| 2026 | AAAI | MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models. | Pengfei Zhou, Xiaopeng Peng, Fanrui Zhang, Zhaopan Xu, Jiaxin Ai, Yansheng Qiu, Wangbo Zhao, Jiajun Song, Chuanhao Li, Weidong Tang, Zhen Li, Haoquan Zhang, Zizhen Li, Xiaofeng Mao, Yukang Feng, Jianwen Sun, Kai Wang, Xiaojun Chang, Wenqi Shao, Yang You, Kaipeng Zhang |
| 2026 | ACL | GroupToM-Bench: Benchmarking Group Theory of Mind and Nonlinear Social Emergence in MLLMs. | Weidong Tang, Jierui Li, Yueling Hou, Zihan Mei, Can Zhang, Xinyan Wan, Zhiyuan Liang, Pengfei Zhou, Yang You, Wangbo Zhao |
| 2026 | DASFAA | All-or-Nothing: Towards Hyperedge-Consistent Node Classification. | Ziwen Wang, Yihan Wang, Junli Liang, Rong Lin, Wangqiu Zhou, Pengfei Zhou, Ling Zheng, Hao Liu, Qi Song |
| 2025 | ACL | MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification. | Xu Zhao Pan, Pengfei Zhou, Jiaxin Ai, Wangbo Zhao, Kai Wang, Xiaojiang Peng, Wenqi Shao, Hongxun Yao, Kaipeng Zhang |
| 2025 | CVPR | OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation. | Pengfei Zhou, Xiaopeng Peng, Jiajun Song, Chuanhao Li, Zhaopan Xu, Yue Yang, Ziyao Guo, Hao Zhang, Yuqi Lin, Yefei He, Lirui Zhao, Shuo Liu, Tianhua Li, Yuxuan Xie, Xiaojun Chang, Yu Qiao, Wenqi Shao, Kaipeng Zhang |
| 2025 | ICCV | ProJudge: A Multi-Modal Multi-Discipline Benchmark and Instruction-Tuning Dataset for Mllm-Based Process Judges. | Jiaxin Ai, Pengfei Zhou, Zhaopan Xu, Ming Li, Fanrui Zhang, Zizhen Li, Jianwen Sun, Yukang Feng, Baojin Huang, Zhongyuan Wang, Kaipeng Zhang |
| 2025 | KDD | CrossLinear: Plug-and-Play Cross-Correlation Embedding for Time Series Forecasting with Exogenous Variables. | Pengfei Zhou, Yunlong Liu, Junli Liang, Qi Song, Xiangyang Li |
| 2024 | IJCAI | CMMU: A Benchmark for Chinese Multi-modal Multi-type Question Understanding and Reasoning. | Zheqi He, Xinya Wu, Pengfei Zhou, Richeng Xuan, Guang Liu, Xi Yang, Qiannan Zhu, Hua Huang |
| 2024 | Mobisys | Invisible Optical Adversarial Stripes on Traffic Sign against Autonomous Vehicles. | Dongfang Guo, Yuting Wu, Yimin Dai, Pengfei Zhou, Xin Lou, Rui Tan |
| 2024 | SENSYS | Demo: Invisible Adversarial Stripes against Traffic Sign Recognition in Autonomous Driving. | Dongfang Guo, Yuting Wu, Yimin Dai, Pengfei Zhou, Xin Lou, Rui Tan |
| 2024 | SENSYS | Advancing PPG-Based Continuous Blood Pressure Monitoring from a Generative Perspective. | Hui Ji, Pengfei Zhou |
| 2024 | SENSYS | Demo Abstract: Advancing PPG-Based Continuous Blood Pressure Monitoring from a Generative Perspective. | Hui Ji, Pengfei Zhou |
| 2023 | DSN | Susceptibility of Autonomous Driving Agents to Learning-Based Action-Space Attacks. | Yuting Wu, Xin Lou, Pengfei Zhou, Rui Tan, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer |
| 2023 | MOBICOM | Practically Adopting Human Activity Recognition. | Huatao Xu, Pengfei Zhou, Rui Tan, Mo Li |
| 2023 | VR | Learning Detailed 3D Face via CLIP Model from Monocular Image. | Pengfei Zhou, Yongtang Bao, Yue Qi |
| 2022 | ICASSP | ISDA: Position-Aware Instance Segmentation with Deformable Attention. | Kaining Ying, Zhenhua Wang, Cong Bai, Pengfei Zhou |
| 2022 | MMM | Exploring Implicit and Explicit Relations with the Dual Relation-Aware Network for Image Captioning. | Zhiwei Zha, Pengfei Zhou, Cong Bai |
| 2022 | MOBICOM | Experience: adopting indoor outdoor detection in on-demand food delivery business. | Pengfei Zhou, Yi Ding, Yang Li, Mo Li, Guobin Shen, Tian He |
| 2021 | SENSYS | LIMU-BERT: Unleashing the Potential of Unlabeled Data for IMU Sensing Applications. | Huatao Xu, Pengfei Zhou, Rui Tan, Mo Li, Guobin Shen |
| 2020 | ICPR | RWMF: A Real-World Multimodal Foodlog Database. | Pengfei Zhou, Cong Bai, Kaining Ying, Jie Xia, Lixin Huang |
| 2020 | ISCAS | Mathematic Modeling and Circuit Implementation on Multi-Valued Memristor. | Xiaoyuan Wang, Pengfei Zhou, Chenxi Jin, Guangyi Wang, Herbert Ho-Ching Iu |
| 2017 | ICCCN | Memento: An Emotion Driven Lifelogging System with Wearables. | Shiqi Jiang, Pengfei Zhou, Zhenjiang Li, Mo Li |
| 2017 | INFOCOM | NFC-enabled attack on cyber physical systems: A practical case study. | Fan Dang, Pengfei Zhou, Zhenhua Li, Yunhao Liu |
| 2017 | INFOCOM | Large-scale invisible attack on AFC systems with NFC-equipped smartphones. | Fan Dang, Pengfei Zhou, Zhenhua Li, Ennan Zhai, Aziz Mohaisen, Qingfu Wen, Mo Li |
| 2016 | INFOCOM | Poster abstract: Emotion-driven lifelogging with wearables. | Shiqi Jiang, Pengfei Zhou, Zhenjiang Li, Mo Li |
| 2016 | IWCMC | A real independent centimeter-grade 3D indoor localization system on smartphone. | Fan Dang, Xuan Ding, Pengfei Zhou |
| 2016 | MOBICOM | DopEnc: acoustic-based encounter profiling using smartphones. | Huanle Zhang, Wan Du, Pengfei Zhou, Mo Li, Prasant Mohapatra |
| 2015 | ICDCS | Urban Traffic Monitoring with the Help of Bus Riders. | Pengfei Zhou, Shiqi Jiang, Mo Li |
| 2014 | MOBICOM | Demo: instant phone attitude estimation and its applications. | Pengfei Zhou, Weiming Chan, Shiqi Jiang, Jiajue Ou, Mo Li, Guobin Shen |
| 2014 | MOBICOM | Use it free: instantly knowing your phone attitude. | Pengfei Zhou, Mo Li, Guobin Shen |
| 2014 | SECON | Demo Abstract: Wind measurements for water quality studies in urban reservoirs. | Wan Du, Mo Li, Zikun Xing, Bingsheng He, Lloyd Hock Chye Chua, Zhenjiang Li, Yuanqiang Zheng, Pengfei Zhou |
| 2013 | IECON | Position sensorless starting method of BLDC motor based on SVPWM and stator magnetomotive force control. | Xiaohan Ma, Xiaolin Wang, Zhiquan Deng, Pengfei Zhou, Yao Zhao |
| 2013 | SENSYS | Smart traffic monitoring with participatory sensing. | Pengfei Zhou, Zhiyuan Chen, Mo Li |
| 2012 | Mobisys | How long to wait?: predicting bus arrival time with mobile phone based participatory sensing. | Pengfei Zhou, Yuanqing Zheng, Mo Li |
| 2012 | Mobisys | Demo: how long to wait?: predicting bus arrival time with mobile phone based participatory sensing. | Pengfei Zhou, Yuanqing Zheng, Mo Li |
| 2012 | SENSYS | IODetector: a generic service for indoor outdoor detection. | Pengfei Zhou, Yuanqing Zheng, Zhenjiang Li, Mo Li, Guobin Shen |
| 2012 | SENSYS | IODetector: a generic service for indoor outdoor detection. | Pengfei Zhou, Yuanqing Zheng, Zhenjiang Li, Mo Li, Guobin Shen |