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Yixin Liu

  1. Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models
    2024/02/27 by Yixin Liu, Kai Zhang, Liu, Yixin +21 · 3 voices · 105 citations
    Earth and Planetary Sciences · Engineering · #3D Surveying and Cultural Heritage #Satellite Image Processing and Photogrammetry
  2. Memory in the Age of AI Agents
    2025/12/15 by Yuyang Hu, Shichun Liu, Hu, Yuyang +98 · 3 voices · 17 citations
    Computer Science · Engineering · #AI-based Problem Solving and Planning #Ferroelectric and Negative Capacitance Devices #Reinforcement Learning in Robotics #cs.AI #cs.CL
  3. A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT
    2023/03/07 by Yihan Cao, Siyu Li, Cao, Yihan +11 · 36 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
  4. FOLIO: Natural Language Reasoning with First-Order Logic
    2022/09/02 by Simeng Han, Hailey Schoelkopf, Han, Simeng +58 · 27 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Explainable Artificial Intelligence (XAI)
  5. A Comprehensive Survey on Pretrained Foundation Models: A History from BERT to ChatGPT
    2023/02/18 by Ce Zhou, Zhou, Ce, Qian Li +35 · 29 citations
    Computer Science · Business, Management and Accounting · Social Sciences · #Topic Modeling #FinTech, Crowdfunding, Digital Finance #Artificial Intelligence in Law
  6. MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use
    2023/10/04 by Yi Huang, Jiawen Shi, Huang, Yue +19 · 33 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Software Engineering (cs.SE) #Topic Modeling
  7. TrustLLM: Trustworthiness in Large Language Models
    2024/01/01 by Yue Huang, Huang, Yue, Lichao Sun +136 · 36 citations
    Medicine · Computer Science · #Artificial Intelligence in Healthcare and Education #Privacy-Preserving Technologies in Data #Explainable Artificial Intelligence (XAI)
  8. MMVU: Measuring Expert-Level Multi-Discipline Video Understanding
    2025/01/21 by Yilun Zhao, Zhao, Yilun, Haowei Zhang +34 · 39 citations
    Medicine · #Artificial Intelligence (cs.AI) #Clinical Reasoning and Diagnostic Skills #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Radiology practices and education
  9. Evaluating Mathematical Reasoning Beyond Accuracy
    2024/04/08 by Shijie Xia, Xuefeng Li, Xia, Shijie +7 · 22 citations
    Social Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Mathematics Education and Teaching Techniques
  10. On Learning to Summarize with Large Language Models as References
    2023/05/23 by Yixin Liu, Liu, Yixin, Shi, Kejian +10 · 12 citations
    Computer Science · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  11. Revisiting the Gold Standard: Grounding Summarization Evaluation with Robust Human Evaluation
    2022/12/15 by Yixin Liu, Liu, Yixin, Alexander R. Fabbri +19 · 10 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  12. Federated Learning on Non-IID Graphs via Structural Knowledge Sharing
    2022/11/23 by Yue Tan, Yixin Liu, Tan, Yue +9 · 10 citations
    Computer Science · #Advanced Graph Neural Networks #Privacy-Preserving Technologies in Data
  13. DocMath-Eval: Evaluating Math Reasoning Capabilities of LLMs in Understanding Long and Specialized Documents
    2023/11/16 by Yilun Zhao, Yi‐Tao Long, Zhao, Yilun +17 · 13 citations
    Computer Science · Mathematics · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Mathematics, Computing, and Information Processing #Statistics Education and Methodologies #Topic Modeling
  14. MetaCloak: Preventing Unauthorized Subject-driven Text-to-image Diffusion-based Synthesis via Meta-learning
    2023/11/22 by Yixin Liu, Chenrui Fan, Liu, Yixin +9 · 10 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis
  15. Towards Self-Interpretable Graph-Level Anomaly Detection
    2023/10/25 by Yixin Liu, Liu, Yixin, Kaize Ding +9 · 9 citations
    Computer Science · Materials Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
  16. Improving Large Language Model Fine-tuning for Solving Math Problems
    2023/10/16 by Yixin Liu, Liu, Yixin, Avi Singh +7 · 8 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
  17. Jailbreaking GPT-4V via Self-Adversarial Attacks with System Prompts
    2023/11/15 by Yuanwei Wu, Wu, Yuanwei, Xiang Li +7 · 8 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Software Engineering Research #Topic Modeling
  18. Beyond Smoothing: Unsupervised Graph Representation Learning with Edge Heterophily Discriminating
    2022/11/25 by Yixin Liu, Yizhen Zheng, Liu, Yixin +7 · 6 citations
    Computer Science · #Advanced Graph Neural Networks
  19. Fair Abstractive Summarization of Diverse Perspectives
    2023/11/14 by Yusen Zhang, Zhang, Yusen, Nan Zhang +21 · 6 citations
    Social Sciences · #Computational and Text Analysis Methods
  20. ARC: A Generalist Graph Anomaly Detector with In-Context Learning
    2024/05/27 by Yixin Liu, Liu, Yixin, Shi-Yuan Li +9 · 9 citations
    Computer Science · Physics and Astronomy · #Anomaly Detection Techniques and Applications #Advanced Graph Neural Networks #Complex Network Analysis Techniques
  21. Benchmarking Generation and Evaluation Capabilities of Large Language Models for Instruction Controllable Summarization
    2023/11/15 by Yixin Liu, Alexander R. Fabbri, Liu, Yixin +17 · 7 citations
    Computer Science · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  22. SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization
    2021/06/03 by Yixin Liu, Pengfei Liu, Liu, Yixin +1 · 5 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Advanced Text Analysis Techniques
  23. Stable Unlearnable Example: Enhancing the Robustness of Unlearnable Examples via Stable Error-Minimizing Noise
    2023/11/22 by Yixin Liu, Liu, Yixin, Kaidi Xu +5 · 4 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications
  24. PREM: A Simple Yet Effective Approach for Node-Level Graph Anomaly Detection
    2023/10/18 by Junjun Pan, Yixin Liu, Pan, Junjun +5 · 4 citations
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection
  25. A Label-Free Heterophily-Guided Approach for Unsupervised Graph Fraud Detection
    2025/02/18 by Junjun Pan, Pan, Junjun, Yixin Liu +11 · 10 citations
    Computer Science · #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG)
  26. PHYSICS: Benchmarking Foundation Models on University-Level Physics Problem Solving
    2025/03/26 by Yilun Zhao, Feng, Kaiyue, Yixin Liu +10 · 8 citations
    Computer Science · Materials Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning in Materials Science #Mathematics, Computing, and Information Processing
  27. BRIO: Bringing Order to Abstractive Summarization
    2022/03/31 by Yixin Liu, Liu, Yixin, Pengfei Liu +5 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Music and Audio Processing #Natural Language Processing Techniques #Topic Modeling
  28. Improving Interpretation Faithfulness for Vision Transformers
    2023/11/29 by Lijie Hu, Hu, Lijie, Yixin Liu +9 · 3 citations
    Computer Science · Materials Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
  29. Calibrating Long-form Generations from Large Language Models
    2024/02/09 by Yukun Huang, Yixin Liu, Huang, Yukun +7 · 3 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling #Speech Recognition and Synthesis
  30. On Improving Summarization Factual Consistency from Natural Language Feedback
    2022/12/20 by Yixin Liu, Budhaditya Deb, Liu, Yixin +9 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  31. ReIFE: Re-evaluating Instruction-Following Evaluation
    2024/10/09 by Yixin Liu, Liu, Yixin, Kejian Shi +13 · 4 citations
    Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Educational Tools and Methods #FOS: Computer and information sciences #Machine Learning (cs.LG)
  32. Towards Interpretable and Efficient Automatic Reference-Based Summarization Evaluation
    2023/03/07 by Yixin Liu, Liu, Yixin, Alexander R. Fabbri +13 · 2 citations
    Computer Science · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  33. Watermarking Text Data on Large Language Models for Dataset Copyright
    2023/05/22 by Yixin Liu, Hongsheng Hu, Liu, Yixin +6 · 2 citations
    Computer Science · #Advanced Steganography and Watermarking Techniques #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Internet Traffic Analysis and Secure E-voting
  34. Assemble Your Crew: Automatic Multi-agent Communication Topology Design via Autoregressive Graph Generation
    2025/07/24 by Shiyuan Li, Yixin Liu, Li, Shiyuan +7 · 13 citations
    Computer Science · #Advanced Graph Neural Networks #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multiagent Systems (cs.MA) #Multimodal Machine Learning Applications #Topic Modeling
  35. NodeRAG: Structuring Graph-based RAG with Heterogeneous Nodes
    2025/04/15 by Tianyang Xu, Xu, Tianyang, Haojie Zheng +11 · 5 citations
    Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval and Search Behavior #Topic Modeling
  36. On Learning Text Style Transfer with Direct Rewards
    2020/10/24 by Yixin Liu, Liu, Yixin, Graham Neubig +3 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  37. From Unsupervised to Few-shot Graph Anomaly Detection: A Multi-scale Contrastive Learning Approach
    2022/02/11 by Yu Zheng, Ming Jin, Zheng, Yu +9 · 1 citation
    Computer Science · Physics and Astronomy · #Anomaly Detection Techniques and Applications #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software System Performance and Reliability
  38. DataLab: A Platform for Data Analysis and Intervention
    2022/02/25 by Xiao Yang, Xiao, Yang, Jinlan Fu +13 · 1 citation
    Computer Science · #Machine Learning and Data Classification #Data Stream Mining Techniques #Machine Learning in Healthcare
  39. Out-of-Distribution Detection on Graphs: A Survey
    2025/02/12 by Cai, Tingyi, Yunliang Jiang, Jiang, Yunliang +8 · 3 citations
    Computer Science · #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG)
  40. RTV-Bench: Benchmarking MLLM Continuous Perception, Understanding and Reasoning through Real-Time Video
    2025/05/04 by Shuhang Xun, Xun, Shuhang, Tao, Sicheng +23 · 3 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning and Data Classification #Semantic Web and Ontologies
  41. MaRU: A Manga Retrieval and Understanding System Connecting Vision and Language
    2023/10/22 by Conghao Tom Shen, Shen, Conghao Tom, Violet Yao +3 · 1 citation
    Computer Science · #Multimodal Machine Learning Applications #Video Analysis and Summarization #Advanced Image and Video Retrieval Techniques
  42. SciArena: An Open Evaluation Platform for Non-Verifiable Scientific Literature-Grounded Tasks
    2025/07/01 by Yilun Zhao, Kaiyan Zhang, Zhao, Yilun +35 · 1 voice · 4 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Expert finding and Q&A systems #Topic Modeling #cs.AI #cs.CL
  43. Understanding Reference Policies in Direct Preference Optimization
    2024/07/18 by Yixin Liu, Pengfei Liu, Liu, Yixin +3 · 1 citation
    Decision Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multi-Criteria Decision Making
  44. CORE: In-Context Reconstruction for Unified Tabular Anomaly Detection
    2026/07/30 by Yunfeng Zhao, Qingfeng Chen, Yue Tan +4
    Computer Science · #cs.AI