All Stories

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

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

    Mingyue Cheng

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

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

    Mingyue Cheng

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

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

    Mingyue Cheng

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

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

    Mingyue Cheng, Rujiao Zhang

  5. 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

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

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

    Mingyue Cheng

  7. 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

  8. 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

  9. 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

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

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

    Mingyue Cheng

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

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

    Mingyue Cheng

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

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

    Mingyue Cheng

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

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

    Mingyue Cheng

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

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

    Mingyue Cheng, Rujiao Zhang

  15. Generative Pretrained Hierarchical Transformer for Time Series Forecasting

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

    Mingyue Cheng

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

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

    Mingyue Cheng

  17. 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

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

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

    Mingyue Cheng

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

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

    Mingyue Cheng

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

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

    Neuron Black, Mingyue Cheng

  21. LawyerPAN

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

    Linan Yue, Mingyue Cheng

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

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

    Neuron Black, Mingyue Cheng

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

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

    Linan Yue, Binbin Jin, Mingyue Cheng