Aofan Liu

According to our database, Aofan Liu authored at least 19 papers between 2025 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2026

Dual-Pathway Circuits of Object Hallucination in Vision-Language Models.

Jiaxin Liu, Ding Zhong, Yue Wang, Zhidong Yang, Zhaolu Kang, Guangyuan Dong, Qishi Zhan, Pengcheng Fang, Aofan Liu

CoRR, May, 2026

Paraphrase-Induced Output-Mode Collapse: When LLMs Break Character Under Semantically Equivalent Inputs.

Aofan Liu, Jingxiang Meng

CoRR, May, 2026

When Does LLM Self-Correction Help? A Control-Theoretic Markov Diagnostic and Verify-First Intervention.

Aofan Liu, Jingxiang Meng

CoRR, April, 2026

TestExplora: Benchmarking LLMs for Proactive Bug Discovery via Repository-Level Test Generation.

Steven Liu, Jane Luo, Xin Zhang, Aofan Liu, Hao Liu, Jie Wu, Ziyang Huang, Yangyu Huang, Yu Kang, Scarlett Li

CoRR, February, 2026

Semantics-Preserving Adversarial Attacks on Event-Driven Stock Prediction Models.

Aofan Liu, Haoxuan Li, Hongjian Xing, Yuguo Yin, Zijun Li, Yiyan Qi

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

GraphLocator: Graph-guided Causal Reasoning for Issue Localization.

Wei Liu, Chao Peng, Pengfei Gao, Aofan Liu, Wei Zhang, Haiyan Zhao, Zhi Jin

CoRR, December, 2025

Attention Distance: A Novel Metric for Directed Fuzzing with Large Language Models.

Wang Bin, Ao Yang, Kedan Li, Aofan Liu, Hui Li, Guibo Luo, Weixiang Huang, Yan Zhuang

CoRR, December, 2025

RefleXGen:The unexamined code is not worth using.

Bin Wang, Hui Li, Aofan Liu, BoTao Yang, Ao Yang, YiLu Zhong, Weixiang Huang, Yanping Zhang, Runhuai Huang, Weimin Zeng

CoRR, October, 2025

VisualDAN: Exposing Vulnerabilities in VLMs with Visual-Driven DAN Commands.

Aofan Liu, Lulu Tang

CoRR, October, 2025

SupCLAP: Controlling Optimization Trajectory Drift in Audio-Text Contrastive Learning with Support Vector Regularization.

Jiehui Luo, Yuguo Yin, Yuxin Xie, Jinghan Ru, Xianwei Zhuang, Minghua He, Aofan Liu, Zihan Xiong, Dongchao Yang

CoRR, September, 2025

InfiJanice: Joint Analysis and In-situ Correction Engine for Quantization-Induced Math Degradation in Large Language Models.

Zhen Li, Yupeng Su, Songmiao Wang, Runming Yang, Congkai Xie, Aofan Liu, Ming Li, Jiannong Cao, Yuan Xie, Ngai Wong, Hongxia Yang

CoRR, May, 2025

PiCo: Jailbreaking Multimodal Large Language Models via <i>Pi</i>ctorial <i>Co</i>de Contextualization.

Aofan Liu, Lulu Tang, Ting Pan, Yuguo Yin, Bin Wang, Ao Yang

CoRR, April, 2025

AdaDocVQA: Adaptive Framework for Long Document Visual Question Answering in Low-Resource Settings.

Haoxuan Li, Wei Song, Aofan Liu, Peiwu Qin

Proceedings of the 33rd ACM International Conference on Multimedia, 2025

RA-Gen: A Controllable Code Generation Framework Using ReAct for Multi-Agent Task Execution.

Aofan Liu, Haoxuan Li, Bin Wang, Ao Yang, Hui Li

Proceedings of the International Joint Conference on Neural Networks, 2025

DBF-UNet: A Two-Stage Framework for Carotid Artery Segmentation with Pseudo-Label Generation.

Haoxuan Li, Wei Song, Aofan Liu, Peiwu Qin

Proceedings of the International Joint Conference on Neural Networks, 2025

PiCo: Jailbreaking Multimodal Large Language Models via Pictorial Code Contextualization.

Aofan Liu, Lulu Tang, Ting Pan, Yuguo Yin, Bin Wang, Ao Yang

Proceedings of the IEEE International Conference on Multimedia and Expo, 2025

RefleXGen: The unexamined code is not worth using.

Bin Wang, Hui Li, Aofan Liu, BoTao Yang, Ao Yang, YiLu Zhong, Weixiang Huang, Runhuai Huang, Weimin Zeng, Yanping Zhang

Proceedings of the 2025 IEEE International Conference on Acoustics, 2025

Beyond Function-Level Search: Repository-Aware Dual-Encoder Code Retrieval with Adversarial Verification.

Aofan Liu, Shiyuan Song, Haoxuan Li, Cehao Yang, Yiyan Qi

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2025, 2025

LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data.

Cehao Yang, Xueyuan Lin, Chengjin Xu, Xuhui Jiang, Shengjie Ma, Aofan Liu, Hui Xiong, Jian Guo

Proceedings of the Findings of the Association for Computational Linguistics, 2025