Zou, Xin

1. Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models
   2024/10/04 by Xin Zou, Yizhou Wang, Zou, Xin +16 · 15 citations
   Psychology · Computer Science · Arts and Humanities · #Mental Health Research Topics #Data Visualization and Analytics #Mental Health and Psychiatry
2. Reefknot: A Comprehensive Benchmark for Relation Hallucination Evaluation, Analysis and Mitigation in Multimodal Large Language Models
   2024/08/18 by Kening Zheng, Junkai Chen, Zheng, Kening +6 · 7 citations
   Computer Science · Psychology · #Advanced Text Analysis Techniques #Mental Health via Writing #Anomaly Detection Techniques and Applications
3. MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models
   2025/02/16 by Jiahao Huo, Huo, Jiahao, Yibo Yan +11 · 7 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
4. Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality
   2024/10/07 by Guanyu Zhou, Zhou, Guanyu, Yibo Yan +9 · 4 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
5. Don't Just Chase "Highlighted Tokens" in MLLMs: Revisiting Visual Holistic Context Retention
   2025/10/03 by Xin Zou, Di Lu, Zou, Xin +13 · 6 citations
   Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
6. Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios
   2024/11/05 by Dang, Yunkai, Gao, Mengxi, Yan, Yibo +8 · 2 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. Capturing Nuanced Preferences: Preference-Aligned Distillation for Small Language Models
   2025/02/20 by Yanggan Gu, Gu, Yanggan, Junzhuo Li +7 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling