Xin Zou

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. Single-cell RNA-seq data analysis on the receptor ACE2 expression reveals the potential risk of different human organs vulnerable to 2019-nCoV infection
   2020/03/12 by Xin Zou, Ke Chen, Jiawei Zou +3 · 11 citations
   Biochemistry, Genetics and Molecular Biology · #Single-cell and spatial transcriptomics #MicroRNA in disease regulation #Extracellular vesicles in disease
3. 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
4. MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models
   2025/02/16 by Jiahao Huo, Huo, Jiahao, Yibo Yan +11 · 6 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
5. Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality
   2024/10/07 by Guanyu Zhou, Yibo Yan, Zhou, Guanyu +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
6. Don't Just Chase "Highlighted Tokens" in MLLMs: Revisiting Visual Holistic Context Retention
   2025/10/03 by Xin Zou, Zou, Xin, Di Lu +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