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Wen, Qingsong

  1. FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting
    2022/01/30 by Tian Zhou, Ziqing Ma, Zhou, Tian +9 · 190 citations
    Computer Science · Decision Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
  2. Time-LLM: Time Series Forecasting by Reprogramming Large Language Models
    2023/10/03 by Jin, Ming, Wang, Shiyu, Ma, Lintao +8 · 115 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  3. Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts
    2024/09/24 by Xiaoming Shi, Shiyu Wang, Shi, Xiaoming +11 · 86 citations
    Economics, Econometrics and Finance · Computer Science · #Complex Systems and Time Series Analysis #Time Series Analysis and Forecasting
  4. MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans?
    2024/08/23 by Yifan Zhang, Huanyu Zhang, Zhang, Yi-Fan +22 · 71 citations
    Computer Science · #Semantic Web and Ontologies
  5. Large Language Models for Education: A Survey and Outlook
    2024/03/26 by Shen Wang, T. Xu, Wang, Shen +14 · 56 citations
    Computer Science · #Topic Modeling
  6. AutoSurvey: Large Language Models Can Automatically Write Surveys
    2024/06/10 by Yidong Wang, Wang, Yidong, Qi Guo +23 · 36 citations
    Computer Science · Decision Sciences · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational and Text Analysis Methods #Data Quality and Management #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Topic Modeling
  7. Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting
    2024/02/04 by Peng Chen, Yingying Zhang, Chen, Peng +13 · 28 citations
    Computer Science · Decision Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
  8. FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting
    2022/05/18 by Tian Zhou, Zhou, Tian, Ziqing Ma +11 · 13 citations
    Decision Sciences · Computer Science · #Stock Market Forecasting Methods #Time Series Analysis and Forecasting #Forecasting Techniques and Applications
  9. A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges
    2024/06/15 by Yuqi Nie, Yaxuan Kong, Nie, Yuqi +11 · 21 citations
    Decision Sciences · #Stock Market Forecasting Methods
  10. RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series
    2018/12/05 by Wen, Qingsong, Gao, Jingkun, Song, Xiaomin +3 · 8 citations
    #Applications (stat.AP) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Signal Processing (eess.SP) #electronic engineering #information engineering
  11. AirFormer: Predicting Nationwide Air Quality in China with Transformers
    2022/11/29 by Liang, Yuxuan, Xia, Yutong, Ke, Songyu +5 · 13 citations
    #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
  12. Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects
    2023/06/16 by Kexin Zhang, Qingsong Wen, Zhang, Kexin +19 · 13 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Applications (stat.AP) #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #Time Series Analysis and Forecasting #electronic engineering #information engineering
  13. DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models
    2023/01/31 by Haomin Wen, Youfang Lin, Wen, Haomin +10 · 12 citations
    Computer Science · Engineering · #Advanced Graph Neural Networks #Energy Load and Power Forecasting #Traffic Prediction and Management Techniques
  14. Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis
    2024/06/12 by Haoxin Liu, Shangqing Xu, Liu, Haoxin +19 · 17 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
  15. UrbanCLIP: Learning Text-enhanced Urban Region Profiling with Contrastive Language-Image Pretraining from the Web
    2023/10/22 by Yibo Yan, Yan, Yibo, Haomin Wen +13 · 14 citations
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Geographic Information Systems Studies #Human Mobility and Location-Based Analysis #Text and Document Classification Technologies
  16. OneNet: Enhancing Time Series Forecasting Models under Concept Drift by Online Ensembling
    2023/09/22 by Yifan Zhang, Zhang, Yi-Fan, Qingsong Wen +15 · 11 citations
    Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Data Stream Mining Techniques #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Smart Grid Energy Management
  17. CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting
    2023/05/20 by Xue Wang, Xue, Wang, Tian Zhou +9 · 9 citations
    Computer Science · Engineering · #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Neural Networks and Applications
  18. Debiasing Multimodal Large Language Models via Penalization of Language Priors
    2024/03/08 by Yifan Zhang, Zhang, YiFan, Weichen Yu +13 · 11 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
  19. A Survey on Diffusion Models for Time Series and Spatio-Temporal Data
    2024/04/29 by Yiyuan Yang, Ming Jin, Yang, Yiyuan +21 · 12 citations
    Computer Science · #Time Series Analysis and Forecasting
  20. Beyond LLaVA-HD: Diving into High-Resolution Large Multimodal Models
    2024/06/12 by Yifan Zhang, Qingsong Wen, Zhang, Yi-Fan +10 · 13 citations
    Computer Science · #Advanced Computational Techniques and Applications
  21. LLM Agents for Education: Advances and Applications
    2025/03/14 by Chu, Zhendong, Wang, Shen, Xie, Jian +8 · 20 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
  22. Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement
    2025/02/26 by Yaxuan Kong, Yiyuan Yang, Kong, Yaxuan +13 · 19 citations
    Computer Science · #Time Series Analysis and Forecasting #Anomaly Detection Techniques and Applications #Seismology and Earthquake Studies
  23. EasyTPP: Towards Open Benchmarking Temporal Point Processes
    2023/07/16 by Siqiao Xue, Xiaoming Shi, Xue, Siqiao +21 · 8 citations
    Computer Science · #Constraint Satisfaction and Optimization #Data Management and Algorithms #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG)
  24. A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment
    2025/04/22 by Kun Wang, Guibin Zhang, Wang, Kun +193 · 30 citations
    Computer Science · Health Professions · Medicine · #Adversarial Robustness in Machine Learning #Occupational Health and Safety Research #Artificial Intelligence in Healthcare and Education
  25. Deep Learning for Multivariate Time Series Imputation: A Survey
    2024/02/06 by Wang, Jun, Du, Wenjie, Yang, Yiyuan +6 · 9 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  26. Unlocking the Power of LSTM for Long Term Time Series Forecasting
    2024/08/19 by Yaxuan Kong, Zepu Wang, Kong, Yaxuan +13 · 12 citations
    Computer Science · Decision Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
  27. Position: What Can Large Language Models Tell Us about Time Series Analysis
    2024/02/05 by Jin, Ming, Zhang, Yifan, Chen, Wei +6 · 9 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  28. Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook
    2023/10/16 by Jin, Ming, Wen, Qingsong, Liang, Yuxuan +12 · 7 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  29. A Survey on Trustworthy LLM Agents: Threats and Countermeasures
    2025/03/12 by Miao Yu, Yu, Miao, Fanci Meng +21 · 16 citations
    Computer Science · Social Sciences · #Explainable Artificial Intelligence (XAI) #Big Data and Digital Economy #Ethics and Social Impacts of AI
  30. SaDI: A Self-adaptive Decomposed Interpretable Framework for Electric Load Forecasting under Extreme Events
    2023/06/14 by Hengbo Liu, Liu, Hengbo, Ziqing Ma +13 · 6 citations
    Decision Sciences · Engineering · #Energy Load and Power Forecasting #FOS: Computer and information sciences #Grey System Theory Applications #Machine Learning (cs.LG) #Stock Market Forecasting Methods
  31. CultureVLM: Characterizing and Improving Cultural Understanding of Vision-Language Models for over 100 Countries
    2025/01/02 by Shudong Liu, Yiqiao Jin, Liu, Shudong +15 · 12 citations
    Arts and Humanities · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Media, Religion, Digital Communication
  32. Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting
    2024/05/23 by Qingxiang Liu, Liu, Qingxiang, Xu Liu +7 · 8 citations
    Computer Science · Decision Sciences · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting #Traffic Prediction and Management Techniques
  33. A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges
    2024/12/16 by Yan, Yibo, Su, Jiamin, He, Jianxiang +7 · 13 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  34. Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting
    2025/02/06 by Zhong, Siru, Ruan, Weilin, Jin, Ming +3 · 13 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  35. RobustTAD: Robust Time Series Anomaly Detection via Decomposition and Convolutional Neural Networks
    2020/02/21 by Jingkun Gao, Gao, Jingkun, Xiaomin Song +9 · 3 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Applications (stat.AP) #Data Stream Mining Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Signal Processing (eess.SP) #Time Series Analysis and Forecasting #electronic engineering #information engineering
  36. LogParser-LLM: Advancing Efficient Log Parsing with Large Language Models
    2024/08/25 by Zhong, Aoxiao, Mo, Dengyao, Liu, Guiyang +6 · 7 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Software Engineering (cs.SE)
  37. AgentSafe: Safeguarding Large Language Model-based Multi-agent Systems via Hierarchical Data Management
    2025/03/06 by Junyuan Mao, Mao, Junyuan, Yifan Duan +14 · 11 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Big Data and Digital Economy #Blockchain Technology Applications and Security
  38. UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator Prediction
    2024/03/25 by Hao, Xixuan, Chen, Wei, Yan, Yibo +4 · 6 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  39. ErrorRadar: Benchmarking Complex Mathematical Reasoning of Multimodal Large Language Models Via Error Detection
    2024/10/06 by Yan, Yibo, Wang, Shen, Huo, Jiahao +13 · 8 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  40. Bringing Generative AI to Adaptive Learning in Education
    2024/02/02 by Hang Li, Tianlong Xu, Li, Hang +15 · 5 citations
    Computer Science · #Online Learning and Analytics
  41. Explaining Time Series via Contrastive and Locally Sparse Perturbations
    2024/01/16 by Liu, Zichuan, Zhang, Yingying, Wang, Tianchun +8 · 4 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  42. NetSafe: Exploring the Topological Safety of Multi-agent Networks
    2024/10/21 by Miao Yu, Yu, Miao, Shilong Wang +15 · 7 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information and Cyber Security #Multiagent Systems (cs.MA) #Network Security and Intrusion Detection #Smart Grid Security and Resilience
  43. TSI-Bench: Benchmarking Time Series Imputation
    2024/06/18 by Du, Wenjie, Wang, Jun, Qian, Linglong +12 · 5 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  44. A Survey on Post-training of Large Language Models
    2025/03/08 by Tie, Guiyao, Zhao, Zeli, Song, Dingjie +23 · 9 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  45. OneForecast: A Universal Framework for Global and Regional Weather Forecasting
    2025/02/01 by Yuan Gao, Hao Wu, Gao, Yuan +24 · 11 citations
    Earth and Planetary Sciences · #Meteorological Phenomena and Simulations
  46. A Survey on Deep Learning based Time Series Analysis with Frequency Transformation
    2023/02/04 by Kun Yi, Qi Zhang, Yi, Kun +12 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Time Series Analysis and Forecasting
  47. MathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection
    2025/03/23 by Yan, Yibo, Wang, Shen, Huo, Jiahao +3 · 7 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  48. Online GNN Evaluation Under Test-time Graph Distribution Shifts
    2024/03/15 by Zheng, Xin, Song, Dongjin, Wen, Qingsong +2 · 4 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  49. Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning
    2025/02/05 by Yan, Yibo, Wang, Shen, Huo, Jiahao +7 · 6 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  50. Automate Knowledge Concept Tagging on Math Questions with LLMs
    2024/03/26 by Li, Hang, Xu, Tianlong, Tang, Jiliang +1 · 3 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  51. Trajectory Data Management and Mining: A Survey from Deep Learning to the LLM Era
    2024/03/21 by Wei Chen, Yuanshao Zhu, Chen, Wei +25 · 3 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Data Management and Algorithms #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques #Web Data Mining and Analysis
  52. AHPA: Adaptive Horizontal Pod Autoscaling Systems on Alibaba Cloud Container Service for Kubernetes
    2023/03/07 by Zhiqiang Zhou, Chaoli Zhang, Zhou, Zhiqiang +15 · 2 citations
    Computer Science · Engineering · #Cloud Computing and Resource Management #Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Parallel #Systems and Control (eess.SY) #Traffic Prediction and Management Techniques #and Cluster Computing (cs.DC) #electronic engineering #information engineering
  53. Foundation Models for Education: Promises and Prospects
    2024/04/08 by Tianlong Xu, Richard M. Tong, Xu, Tianlong +9 · 3 citations
    Computer Science · #Educational Innovations and Challenges
  54. Addressing Concept Shift in Online Time Series Forecasting: Detect-then-Adapt
    2024/03/22 by Yifan Zhang, Zhang, YiFan, Weiqi Chen +17 · 3 citations
    Computer Science · Economics, Econometrics and Finance · #Advanced Text Analysis Techniques #Complex Systems and Time Series Analysis #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
  55. CulturePark: Boosting Cross-cultural Understanding in Large Language Models
    2024/05/24 by Cheng Li, Li, Cheng, Damien Teney +9 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multiagent Systems (cs.MA) #Natural Language Processing Techniques
  56. Generative Semi-supervised Graph Anomaly Detection
    2024/02/19 by Hezhe Qiao, Qiao, Hezhe, Qingsong Wen +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) #Software System Performance and Reliability
  57. How Can Time Series Analysis Benefit From Multiple Modalities? A Survey and Outlook
    2025/03/14 by Haoxin Liu, Liu, Haoxin, Harshavardhan Kamarthi +14 · 6 citations
    Computer Science · #Time Series Analysis and Forecasting #Data Visualization and Analytics #Advanced Text Analysis Techniques
  58. Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment
    2022/10/24 by Chenxiao Yang, Yang, Chenxiao, Qitian Wu +9 · 2 citations
    Computer Science · Psychology · #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning in Healthcare #Mental Health Research Topics #Mental Health via Writing
  59. WeaverBird: Empowering Financial Decision-Making with Large Language Model, Knowledge Base, and Search Engine
    2023/08/10 by Siqiao Xue, Fan Zhou, Xue, Siqiao +18 · 2 citations
    Business, Management and Accounting · Decision Sciences · #Big Data and Business Intelligence #Computation and Language (cs.CL) #FOS: Computer and information sciences #Impact of AI and Big Data on Business and Society #Stock Market Forecasting Methods
  60. Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models
    2025/03/14 by Xu Liu, Liu, Xu, Taha Aksu +17 · 6 citations
    Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning in Healthcare #Time Series Analysis and Forecasting
  61. Aligning Multimodal LLM with Human Preference: A Survey
    2025/03/18 by Yu, Tao, Zhang, Yi-Fan, Fu, Chaoyou +14 · 6 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  62. Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting
    2024/05/17 by Dong, Zheng, Jiang, Renhe, Gao, Haotian +4 · 3 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  63. Foundation Models for Spatio-Temporal Data Science: A Tutorial and Survey
    2025/03/12 by Liang, Yuxuan, Wen, Haomin, Xia, Yutong +6 · 6 citations
    #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  64. LARA: A Light and Anti-overfitting Retraining Approach for Unsupervised Time Series Anomaly Detection
    2023/10/09 by Feiyi Chen, Chen, Feiyi, Qin, Zhen +10 · 2 citations
    Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection #Time Series Analysis and Forecasting
  65. 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
  66. Brain Foundation Models: A Survey on Advancements in Neural Signal Processing and Brain Discovery
    2025/03/01 by Xinliang Zhou, Chenyu Liu, Zhou, Xinliang +11 · 6 citations
    Neuroscience · #Functional Brain Connectivity Studies #EEG and Brain-Computer Interfaces #Face Recognition and Perception
  67. HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling with Self-Distillation for Long-Term Forecasting
    2024/01/10 by Shubao Zhao, Ming Jin, Zhao, Shubao +11 · 2 citations
    Computer Science · Decision Sciences · #Time Series Analysis and Forecasting #Stock Market Forecasting Methods #Forecasting Techniques and Applications
  68. RobustTSF: Towards Theory and Design of Robust Time Series Forecasting with Anomalies
    2024/02/03 by Hao Cheng, Cheng, Hao, Qingsong Wen +5 · 2 citations
    Economics, Econometrics and Finance · Decision Sciences · #Market Dynamics and Volatility #Stock Market Forecasting Methods #Forecasting Techniques and Applications
  69. RobustTrend: A Huber Loss with a Combined First and Second Order Difference Regularization for Time Series Trend Filtering
    2019/06/10 by Qingsong Wen, Jingkun Gao, Wen, Qingsong +7 · 1 citation
    Computer Science · #Time Series Analysis and Forecasting #Image and Signal Denoising Methods #Blind Source Separation Techniques
  70. The Eye of Sherlock Holmes: Uncovering User Private Attribute Profiling via Vision-Language Model Agentic Framework
    2025/05/25 by Liu, Feiran, Zhang, Yuzhe, Huang, Xinyi +9 · 6 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  71. DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series
    2024/04/17 by Darban, Zahra Zamanzadeh, Yang, Yiyuan, Webb, Geoffrey I. +4 · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  72. Load Data Valuation in Multi-Energy Systems: An End-to-End Approach
    2023/11/16 by Yangze Zhou, Qingsong Wen, Zhou, Yangze +7 · 2 citations
    Engineering · #Electric Power System Optimization #Energy Load and Power Forecasting #FOS: Electrical engineering #Smart Grid Energy Management #Systems and Control (eess.SY) #electronic engineering #information engineering
  73. RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems
    2025/03/06 by Y. Zhang, Ouyang, Biao, Zhang, Yingying +14 · 4 citations
    Computer Science · #Advanced Database Systems and Queries #Cloud Computing and Resource Management #Cloud Data Security Solutions #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  74. AudioTrust: Benchmarking the Multifaceted Trustworthiness of Audio Large Language Models
    2025/05/22 by Li, Kai, Shen, Can, Liu, Yile +31 · 5 citations
    #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Sound (cs.SD) #electronic engineering #information engineering
  75. Stable-SPAM: How to Train in 4-Bit More Stably than 16-Bit Adam
    2025/02/24 by Huang, Tianjin, Hu, Haotian, Zhang, Zhenyu +8 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  76. Knowledge Tagging with Large Language Model based Multi-Agent System
    2024/09/12 by Hang Li, Li, Hang, Tianlong Xu +5 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Cognitive Computing and Networks #Computation and Language (cs.CL) #FOS: Computer and information sciences #Semantic Web and Ontologies
  77. DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting
    2024/03/05 by Hao Wu, Haomin Wen, Wu, Hao +12 · 2 citations
    Computer Science · Environmental Science · #Artificial Intelligence (cs.AI) #Atmospheric and Environmental Gas Dynamics #Data Management and Algorithms #FOS: Computer and information sciences #Time Series Analysis and Forecasting
  78. ADGym: Design Choices for Deep Anomaly Detection
    2023/09/27 by Minqi Jiang, Jiang, Minqi, Chaochuan Hou +13 · 2 citations
    Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection
  79. LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions
    2025/09/23 by Lin, Xixun, Ning, Yucheng, Zhang, Jingwen +21 · 8 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  80. Task-oriented Time Series Imputation Evaluation via Generalized Representers
    2024/10/09 by Wang, Zhixian, Yang, Linxiao, Sun, Liang +2 · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  81. Achieving Time Series Reasoning Requires Rethinking Model Design, Tasks Formulation, and Evaluation
    2025/02/03 by Yaxuan Kong, Kong, Yaxuan, Yiyuan Yang +17 · 3 citations
    Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Semantic Web and Ontologies
  82. LLM-Virus: Evolutionary Jailbreak Attack on Large Language Models
    2024/12/28 by Miao Yu, Junfeng Fang, Yu, Miao +11 · 2 citations
    Computer Science · #Advanced Malware Detection Techniques #Hate Speech and Cyberbullying Detection #Law, AI, and Intellectual Property
  83. DiffLoad: Uncertainty Quantification in Electrical Load Forecasting with the Diffusion Model
    2023/05/31 by Wang, Zhixian, Wen, Qingsong, Zhang, Chaoli +2 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  84. PyPOTS: A Python Toolkit for Machine Learning on Partially-Observed Time Series
    2023/05/30 by Wenjie Du, Du, Wenjie, Yang, Yiyuan +3 · 1 citation
    Computer Science · #Anomaly Detection Techniques and Applications #Computational Physics and Python Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Time Series Analysis and Forecasting
  85. Mind Scramble: Unveiling Large Language Model Psychology Via Typoglycemia
    2024/10/02 by Miao Yu, Junyuan Mao, Yu, Miao +17 · 2 citations
    Computer Science · Neuroscience · #Artificial Intelligence in Education #Neuroscience, Education and Cognitive Function
  86. Bridging AI and Energy Forecasting: An Autonomous Workflow with Customized Toolkit
    2023/07/14 by Zhixian Wang, Qingsong Wen, Wang, Zhixian +11 · 1 citation
    Computer Science · Engineering · Mathematics · #Energy Load and Power Forecasting #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Time Series Analysis and Forecasting #cs.LG #stat.ML
  87. BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decomposition
    2023/08/28 by Fang, Shikai, Wen, Qingsong, Luo, Yingtao +2 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  88. Comba: Improving Bilinear RNNs with Closed-loop Control
    2025/06/03 by Jiaxi Hu, Yongqi Pan, Hu, Jiaxi +12 · 2 citations
    Computer Science · #Topic Modeling #Neural Networks and Applications #Adversarial Robustness in Machine Learning
  89. Learning Multi-Pattern Normalities in the Frequency Domain for Efficient Time Series Anomaly Detection
    2023/11/26 by Feiyi Chen, Y. Zhang, Chen, Feiyi +13 · 1 citation
    Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection #Time Series Analysis and Forecasting
  90. Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting
    2024/05/25 by Jiaxi Hu, Hu, Jiaxi, Disen Lan +7 · 1 citation
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
  91. NuwaTS: a Foundation Model Mending Every Incomplete Time Series
    2024/05/24 by Jinguo Cheng, Cheng, Jinguo, Chun‐Wei Yang +7 · 1 citation
    Computer Science · #Advanced Database Systems and Queries #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
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