All Stories

  1. A Survey on Table Mining with Large Language Models: Challenges, Advancements and Prospects

    Article • ACM Computing Surveys, September 2026, ACM (Association for Computing Machinery)

    Mingyue Cheng, Jiahao Wang

  2. InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement

    Article • ACM Transactions on Intelligent Systems and Technology, August 2026, ACM (Association for Computing Machinery)

    Mingyue Cheng

  3. A Survey on Knowledge-Oriented Retrieval-Augmented Generation

    Article • ACM Transactions on Information Systems, August 2026, ACM (Association for Computing Machinery)

    Mingyue Cheng

  4. Benchmarking Multimodal LLMs on Recognition and Understanding over Chemical Tables

    Article • August 2026, ACM (Association for Computing Machinery)

    Mingyue Cheng

  5. FedKDD/FedMAS 2026: The 2026 International Joint Workshop on Federated Learning for Multi-agent Systems and Data Mining

    Article • August 2026, ACM (Association for Computing Machinery)

    YI LIU, Mingyue Cheng

  6. MemWeaver: A Hierarchical Memory from Textual Interactive Behaviors for Personalized Generation

    Article • April 2026, ACM (Association for Computing Machinery)

    Mingyue Cheng

  7. STaR: Towards Effective and Stable Table Reasoning via Slow-Thinking Large Language Models

    Article • April 2026, ACM (Association for Computing Machinery)

    Mingyue Cheng

  8. Towards Context-aware Reasoning-enhanced Generative Searching in E-commerce

    Article • April 2026, ACM (Association for Computing Machinery)

    Mingyue Cheng

  9. Are LLMs Stable Formal Logic Translators in Logical Reasoning Across Linguistically Diversified Texts?

    Article • April 2026, ACM (Association for Computing Machinery)

    Mingyue Cheng

  10. TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders

    Article • February 2026, ACM (Association for Computing Machinery)

    Mingyue Cheng, Rujiao Zhang

  11. Can Slow-Thinking LLMs Reason Over Time? Empirical Studies in Time Series Forecasting

    Article • February 2026, ACM (Association for Computing Machinery)

    Jiahao Wang, Mingyue Cheng

  12. TableMind: An Autonomous Programmatic Agent for Tool-Augmented Table Reasoning

    Article • February 2026, ACM (Association for Computing Machinery)

    Mingyue Cheng

  13. Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification

    Article • ACM Transactions on Intelligent Systems and Technology, December 2025, ACM (Association for Computing Machinery)

    Mingyue Cheng

  14. Global Structure-aware and Feature-augmented Graph Neural Network for Heterophilic Graphs

    Article • ACM Transactions on Information Systems, November 2025, ACM (Association for Computing Machinery)

    Mingyue Cheng

  15. TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models

    Article • November 2025, ACM (Association for Computing Machinery)

    Mingyue Cheng, Jiahao Wang

  16. Multi-Source Knowledge Pruning for Retrieval-Augmented Generation: A Benchmark and Empirical Study

    Article • November 2025, ACM (Association for Computing Machinery)

    Mingyue Cheng

  17. ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis

    Article • May 2025, ACM (Association for Computing Machinery)

    Mingyue Cheng

  18. Cross-Domain Pre-training with Language Models for Transferable Time Series Representations

    Article • March 2025, ACM (Association for Computing Machinery)

    Mingyue Cheng

  19. InstrucTime: Advancing Time Series Classification with Multimodal Language Modeling

    Article • March 2025, ACM (Association for Computing Machinery)

    Mingyue Cheng

  20. Learning the Dynamics in Sequential Recommendation by Exploiting Real-time Information

    Article • October 2024, ACM (Association for Computing Machinery)

    Mingyue Cheng, Rujiao Zhang

  21. Generative Pretrained Hierarchical Transformer for Time Series Forecasting

    Article • August 2024, ACM (Association for Computing Machinery)

    Mingyue Cheng

  22. Towards Personalized Evaluation of Large Language Models with An Anonymous Crowd-Sourcing Platform

    Article • May 2024, ACM (Association for Computing Machinery)

    Mingyue Cheng

  23. Exploring Adapter-based Transfer Learning for Recommender Systems: Empirical Studies and Practical Insights

    Article • March 2024, ACM (Association for Computing Machinery)

    Junchen Fu, Mingyue Cheng

  24. FormerTime: Hierarchical Multi-Scale Representations for Multivariate Time Series Classification

    Article • April 2023, ACM (Association for Computing Machinery)

    Mingyue Cheng

  25. Graph Adaptive Semantic Transfer for Cross-domain Sentiment Classification

    Article • July 2022, ACM (Association for Computing Machinery)

    Mingyue Cheng

  26. Towards Automatic Discovering of Deep Hybrid Network Architecture for Sequential Recommendation

    Article • April 2022, ACM (Association for Computing Machinery)

    Neuron Black, Mingyue Cheng

  27. LawyerPAN

    Article • August 2021, ACM (Association for Computing Machinery)

    Linan Yue, Mingyue Cheng

  28. Learning Recommender Systems with Implicit Feedback via Soft Target Enhancement

    Article • July 2021, ACM (Association for Computing Machinery)

    Neuron Black, Mingyue Cheng

  29. NeurJudge: A Circumstance-aware Neural Framework for Legal Judgment Prediction

    Article • July 2021, ACM (Association for Computing Machinery)

    Linan Yue, Binbin Jin, Mingyue Cheng