| 2026 | AAAI | RecToM: A Benchmark for Evaluating Machine Theory of Mind in LLM-based Conversational Recommender Systems. | Mengfan Li, Xuanhua Shi, Yang Deng |
| 2026 | ACL | CoSToM: Causal-oriented Steering for Intrinsic Theory-of-Mind Alignment in Large Language Models. | Mengfan Li, Xuanhua Shi, Yang Deng |
| 2025 | AIED | Empower Secondary School Teachers to Create ML-Supported Inquiry-Based Learning Activities. | Xiaofei Zhou, Hanjia Lyu, Yuxin Sa, Mengfan Li, Advait Sarkar, Jiebo Luo, Michael Daley, Zhen Bai |
| 2025 | IJCNN | NPBD: Neighbor Pattern-Based Backdoor Detection for Node Classifiers. | Mengfan Li, Ming Zhong |
| 2025 | PRICAI | Multi-modal Multi-objective Particle Swarm Optimization Using Growing Neural Gas Network. | Mengfan Li, Hu Peng, Dunlu Peng, Zhijian Wu |
| 2025 | TrustCom | LDP: Latent Diffusion-based Adversarial Purification towards Transformer-based Visual Encoders. | Mengfan Li, Xinxin Fan, Quanliang Jing, Shaoye Luo, Yunfeng Lu, Jingping Bi |
| 2023 | EMNLP | SiMFy: A Simple Yet Effective Approach for Temporal Knowledge Graph Reasoning. | Zhengtao Liu, Lei Tan, Mengfan Li, Yao Wan, Hai Jin, Xuanhua Shi |
| 2022 | ACCV | RepF-Net: Distortion-Aware Re-projection Fusion Network for Object Detection in Panorama Image. | Mengfan Li, Ming Meng, Zhong Zhou |
| 2017 | HCI | Innovation Design in Personal Center Interface of Mobile Application. | Xin Xin, Wei Zhou, Mengfan Li, Haozhi Wang, Han Xu, Yuwei Fan, Weizheng Ma, Di Zhu |