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Jiang, Meng

  1. GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning
    2025/04/27 by Lakshya A Agrawal, Agrawal, Lakshya A, Shangyin Tan +33 · 7 voices · 70 citations
    Computer Science · #Machine Learning and Data Classification #Multimodal Machine Learning Applications #Reinforcement Learning in Robotics #cs.AI #cs.CL #cs.LG #cs.SE
  2. TrustLLM: Trustworthiness in Large Language Models
    2024/01/01 by Yue Huang, Huang, Yue, Lichao Sun +136 · 30 citations
    Medicine · Computer Science · #Artificial Intelligence in Healthcare and Education #Privacy-Preserving Technologies in Data #Explainable Artificial Intelligence (XAI)
  3. Limitations of the LLM-as-a-Judge Approach for Evaluating LLM Outputs in Expert Knowledge Tasks
    2024/10/26 by Szymanski, Annalisa, Ziems, Noah, Eicher-Miller, Heather A. +3 · 34 citations
    #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
  4. Towards Safer Large Language Models through Machine Unlearning
    2024/02/15 by Zheyuan Liu, Liu, Zheyuan, Guangyao Dou +7 · 24 citations
    Computer Science · #Natural Language Processing Techniques
  5. Generate rather than Retrieve: Large Language Models are Strong Context Generators
    2022/09/21 by Wenhao Yu, Dan Iter, Yu, Wenhao +15 · 14 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  6. Data Augmentation for Graph Neural Networks
    2020/06/11 by Tong Zhao, Yozen Liu, Zhao, Tong +9 · 10 citations
    Computer Science · Neuroscience · #Advanced Graph Neural Networks #Brain Tumor Detection and Classification #Machine Learning and ELM
  7. OpenFMNav: Towards Open-Set Zero-Shot Object Navigation via Vision-Language Foundation Models
    2024/02/16 by Yuxuan Kuang, Kuang, Yuxuan, Hai Lin +3 · 15 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Robotic Path Planning Algorithms #Robotics (cs.RO)
  8. Graph Diffusion Transformers for Multi-Conditional Molecular Generation
    2024/01/24 by Gang Liu, Liu, Gang, Jiaxin Xu +5 · 1 voice · 11 citations
    Computer Science · Materials Science · #Advanced Multi-Objective Optimization Algorithms #Machine Learning in Materials Science #cs.LG #q-bio.BM
  9. Traceability Transformed: Generating more Accurate Links with Pre-Trained BERT Models
    2021/02/08 by Lin, Jinfeng, Liu, Yalin, Zeng, Qingkai +2 · 7 citations
    #FOS: Computer and information sciences #Software Engineering (cs.SE)
  10. Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning
    2024/02/06 by Zhaoxuan Tan, Tan, Zhaoxuan, Qingkai Zeng +9 · 12 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques
  11. Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts
    2024/06/15 by Zhaoxuan Tan, Zheyuan Liu, Tan, Zhaoxuan +3 · 14 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Recommender Systems and Techniques #Topic Modeling
  12. Improving Language Models via Plug-and-Play Retrieval Feedback
    2023/05/23 by Wenhao Yu, Zhihan Zhang, Yu, Wenhao +7 · 9 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Explainable Artificial Intelligence (XAI)
  13. Few-Shot Knowledge Graph Completion
    2019/11/26 by Zhang, Chuxu, Yao, Huaxiu, Huang, Chao +3 · 5 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  14. Graph Few-shot Learning via Knowledge Transfer
    2019/10/07 by Huaxiu Yao, Yao, Huaxiu, Chuxu Zhang +13 · 5 citations
    Computer Science · #Advanced Graph Neural Networks #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM
  15. Machine Unlearning in Generative AI: A Survey
    2024/07/30 by Liu, Zheyuan, Dou, Guangyao, Tan, Zhaoxuan +2 · 12 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  16. Benchmarking Language Model Creativity: A Case Study on Code Generation
    2024/07/12 by Yining Lu, Lu, Yining, Dixuan Wang +8 · 11 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Model-Driven Software Engineering Techniques #Natural Language Processing Techniques #Software Engineering Research
  17. TaxoGen: Unsupervised Topic Taxonomy Construction by Adaptive Term Embedding and Clustering
    2018/12/22 by Chao Zhang, Zhang, Chao, Fangbo Tao +13 · 5 citations
    Computer Science · #Topic Modeling #Advanced Text Analysis Techniques #Sentiment Analysis and Opinion Mining
  18. Large Language Models Can Self-Correct with Key Condition Verification
    2024/05/23 by Wu, Zhenyu, Zeng, Qingkai, Zhang, Zhihan +3 · 9 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  19. Protecting Privacy in Multimodal Large Language Models with MLLMU-Bench
    2024/10/29 by Zheyuan Liu, Guangyao Dou, Liu, Zheyuan +10 · 12 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
  20. IHEval: Evaluating Language Models on Following the Instruction Hierarchy
    2025/02/12 by Zhang, Zhihan, Li, Shiyang, Zhang, Zixuan +11 · 12 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  21. PLUG: Leveraging Pivot Language in Cross-Lingual Instruction Tuning
    2023/11/15 by Zhang, Zhihan, Lee, Dong-Ho, Fang, Yuwei +4 · 7 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  22. Automated Phrase Mining from Massive Text Corpora
    2017/02/15 by Jingbo Shang, Jialu Liu, Shang, Jingbo +9 · 3 citations
    Computer Science · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  23. IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions
    2023/05/23 by Wenhao Yu, Meng Jiang, Yu, Wenhao +5 · 5 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  24. A Survey of Multi-task Learning in Natural Language Processing: Regarding Task Relatedness and Training Methods
    2022/04/07 by Zhihan Zhang, Zhang, Zhihan, Wenhao Yu +7 · 4 citations
    Computer Science · #Topic Modeling #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning
  25. MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart Problems
    2024/10/18 by Zifeng Zhu, Mengzhao Jia, Zhu, Zifeng +7 · 7 citations
    Computer Science · #Constraint Satisfaction and Optimization
  26. Towards Trustworthy Retrieval Augmented Generation for Large Language Models: A Survey
    2025/02/08 by Ni, Bo, Liu, Zheyuan, Wang, Leyao +17 · 1 voice · 7 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  27. Learning from Counterfactual Links for Link Prediction
    2021/06/03 by Tong Zhao, Gang Liu, Zhao, Tong +7 · 3 citations
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
  28. Motif-aware Attribute Masking for Molecular Graph Pre-training
    2023/09/08 by Eric Inae, Inae, Eric, Gang Liu +3 · 4 citations
    Computer Science · Materials Science · #Advanced Graph Neural Networks #Computational Drug Discovery Methods #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Quantitative Methods (q-bio.QM)
  29. A Bottom-Up End-User Intelligent Assistant Approach to Empower Gig Workers against AI Inequality
    2022/04/29 by Toby Jia-Jun Li, Li, Toby Jia-Jun, Yuwen Lu +17 · 3 citations
    Social Sciences · Business, Management and Accounting · Engineering · #Digital Economy and Work Transformation #Sharing Economy and Platforms #Transportation and Mobility Innovations
  30. Shopping MMLU: A Massive Multi-Task Online Shopping Benchmark for Large Language Models
    2024/10/28 by Jin, Yilun, Li, Zheng, Zhang, Chenwei +19 · 7 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  31. Describe-then-Reason: Improving Multimodal Mathematical Reasoning through Visual Comprehension Training
    2024/04/22 by Jia, Mengzhao, Zhang, Zhihan, Yu, Wenhao +2 · 5 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  32. Item-side Fairness of Large Language Model-based Recommendation System
    2024/02/23 by Meng Jiang, Keqin Bao, Jiang, Meng +11 · 4 citations
    Computer Science · #Recommender Systems and Techniques #Technology and Data Analysis
  33. Graph Foundation Models: A Comprehensive Survey
    2025/05/21 by Zehong Wang, Wang, Zehong, Zheyuan Liu +33 · 9 citations
    Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model-Driven Software Engineering Techniques #Social and Information Networks (cs.SI)
  34. Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning
    2024/06/17 by Zhihan Zhang, Zhang, Zhihan, Zhenwen Liang +12 · 4 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning
  35. Get an A in Math: Progressive Rectification Prompting
    2023/12/11 by Zhenyu Wu, Wu, Zhenyu, Meng Jiang +3 · 3 citations
    Computer Science · #Topic Modeling #Online Learning and Analytics #Intelligent Tutoring Systems and Adaptive Learning
  36. Leveraging Low-Fidelity Data to Improve Machine Learning of Sparse High-Fidelity Thermal Conductivity Data via Transfer Learning
    2022/08/28 by Zeyu Liu, Meng Jiang, Liu, Zeyu +3 · 2 citations
    Materials Science · #Machine Learning in Materials Science #Thermal properties of materials #Advanced Thermoelectric Materials and Devices
  37. Learning Molecular Representation in a Cell
    2024/06/17 by Gang Liu, Liu, Gang, Srijit Seal +11 · 3 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · Materials Science · #Computational Drug Discovery Methods #Cell Image Analysis Techniques #Machine Learning in Materials Science
  38. Data-Centric Learning from Unlabeled Graphs with Diffusion Model
    2023/03/17 by Gang Liu, Eric Inae, Liu, Gang +9 · 2 citations
    Computer Science · #Advanced Graph Neural Networks #Topic Modeling #Machine Learning and Data Classification
  39. Large Language Models are Built-in Autoregressive Search Engines
    2023/05/16 by Ziems, Noah, Yu, Wenhao, Zhang, Zhihan +1 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR)
  40. Multimodal Large Language Models for Inverse Molecular Design with Retrosynthetic Planning
    2024/10/05 by Liu, Gang, Sun, Michael, Matusik, Wojciech +2 · 4 citations
    #Biomolecules (q-bio.BM) #Chemical Physics (physics.chem-ph) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG)
  41. Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models
    2023/10/19 by Zhihan Zhang, Shuohang Wang, Zhang, Zhihan +15 · 2 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
  42. MentalGLM Series: Explainable Large Language Models for Mental Health Analysis on Chinese Social Media
    2024/10/14 by Zhai, Wei, Bai, Nan, Zhao, Qing +7 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  43. User Modeling in the Era of Large Language Models: Current Research and Future Directions
    2023/12/11 by Zhaoxuan Tan, Meng Jiang, Tan, Zhaoxuan +1 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Recommender Systems and Techniques #Topic Modeling
  44. Improving Generalizability of Fake News Detection Methods using Propensity Score Matching
    2020/01/28 by Bo Ni, Ni, Bo, Zhichun Guo +5 · 1 citation
    Computer Science · Social Sciences · #Advanced Malware Detection Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Misinformation and Its Impacts #Social and Information Networks (cs.SI) #Spam and Phishing Detection
  45. Instructing Large Language Models to Identify and Ignore Irrelevant Conditions
    2024/03/19 by Wu, Zhenyu, Shen, Chao, Jiang, Meng · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  46. Modality-Aware Neuron Pruning for Unlearning in Multimodal Large Language Models
    2025/02/21 by Zheyuan Liu, Liu, Zheyuan, Guangyao Dou +9 · 3 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  47. Empirical Guidelines for Deploying LLMs onto Resource-constrained Edge Devices
    2024/06/06 by Qin, Ruiyang, Liu, Dancheng, Xu, Chenhui +9 · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  48. Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph Experts
    2022/03/14 by Wenhao Yu, Chenguang Zhu, Yu, Wenhao +9 · 1 citation
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Topic Modeling #Natural Language Processing Techniques #Biomedical Text Mining and Ontologies
  49. Graph Data Augmentation for Graph Machine Learning: A Survey
    2022/02/17 by Zhao, Tong, Jin, Wei, Liu, Yozen +5 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  50. Can Large Language Models Understand Preferences in Personalized Recommendation?
    2025/01/23 by Zhaoxuan Tan, Tan, Zhaoxuan, Zeng, Zinan +10 · 3 citations
    Computer Science · Psychology · #Recommender Systems and Techniques #Topic Modeling #Mental Health via Writing
  51. Enhancing Automated Software Traceability by Transfer Learning from Open-World Data
    2022/07/03 by Lin, Jinfeng, Poudel, Amrit, Yu, Wenhao +3 · 1 citation
    #FOS: Computer and information sciences #Software Engineering (cs.SE)
  52. Enhancing Mathematical Reasoning in LLMs by Stepwise Correction
    2024/10/16 by Zhenyu Wu, Wu, Zhenyu, Qingkai Zeng +9 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Mathematics, Computing, and Information Processing #Open Education and E-Learning
  53. Retrieval Augmentation for Commonsense Reasoning: A Unified Approach
    2022/10/23 by Yu, Wenhao, Zhu, Chenguang, Zhang, Zhihan +4 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  54. Explaining Tree Model Decisions in Natural Language for Network Intrusion Detection
    2023/10/30 by Noah Ziems, Ziems, Noah, Gang Liu +5 · 1 citation
    Computer Science · #Network Security and Intrusion Detection #Anomaly Detection Techniques and Applications #Topic Modeling
  55. GraphSnapShot: Caching Local Structure for Fast Graph Learning
    2024/06/25 by Liu, Dong, Waleffe, Roger, Jiang, Meng +1 · 2 citations
    #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Social and Information Networks (cs.SI) #and Cluster Computing (cs.DC)
  56. Reference-based Metrics Disprove Themselves in Question Generation
    2024/03/18 by Nguyen, Bang, Yu, Mengxia, Huang, Yun +1 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  57. UniConv: Unifying Retrieval and Response Generation for Large Language Models in Conversations
    2025/07/09 by Mo, Fengran, Gao, Yifan, Meng, Chuan +9 · 6 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR)
  58. QG-SMS: Enhancing Test Item Analysis via Student Modeling and Simulation
    2025/03/07 by Nguyen, Bang, Du, Tingting, Yu, Mengxia +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  59. CreativityPrism: A Cross-Domain Evaluation Framework for Large Language Model Creativity
    2025/10/23 by Zhaoyi Joey Hou, Bowei Alvin Zhang, Hou, Zhaoyi Joey +21 · 1 voice · 1 citation
    Computer Science · Materials Science · Psychology · #Artificial Intelligence in Games #Creativity in Education and Neuroscience #Machine Learning in Materials Science #cs.AI #cs.CL
  60. Leopard: A Vision Language Model For Text-Rich Multi-Image Tasks
    2024/10/02 by Jia, Mengzhao, Yu, Wenhao, Ma, Kaixin +6 · 1 citation
    #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  61. Steering Multimodal Large Language Models Decoding for Context-Aware Safety
    2025/09/23 by Zheyuan Liu, Zhangchen Xu, Liu, Zheyuan +11 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  62. Aligning Large Language Models with Implicit Preferences from User-Generated Content
    2025/06/04 by Zhaoxuan Tan, Tan, Zhaoxuan, Zheng Li +23 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Sentiment Analysis and Opinion Mining #Topic Modeling
  63. Cross-Lingual Pitfalls: Automatic Probing Cross-Lingual Weakness of Multilingual Large Language Models
    2025/05/24 by Xu, Zixiang, Wang, Yanbo, Huang, Yue +4 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  64. Incorporating Rather Than Eliminating: Achieving Fairness for Skin Disease Diagnosis Through Group-Specific Expert
    2025/06/21 by Xu, Gelei, Duan, Yuying, Liu, Zheyuan +5 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences