Research

Research

Publications

LLM Compression

  • Bring Future Vision: Dynamic Computation Allocation Guided by Lightweight Feature Forecaster
    Han C, Liang Y, Xuan Z, et al.
    Proceedings of the 43rd International Conference on Machine Learning (ICML 2026)
    Paper link coming soon.

Tool Learning

  • UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents
    Liang Y, Chen X, Ge Y, Wu Z, Wu H, Zeng C, Xing W, Shen X.
    arXiv preprint arXiv:2604.11557, 2026
    Paper · Code

Information Fusion

  • MAFF-Net: A Multimodal Adaptive Feature Fusion Network for Early Forest Fire Detection
    Liang Y, Rui X, Wang Y, et al.
    Journal of Safety Science and Resilience, 2026
    Paper · Code

Patents

LLM Compression

  • An Inference Method and System for Large Language Models Based on Behavior Simulation
    Shen X, Han C, Liang Y
    China Invention Patent · ZL 2025 1 1882364.1 · CN 121301938 B
    Granted March 24, 2026 · Patentee: Ningbo Digital Twin (Eastern Institute of Technology) Research Institute
    Google Patents

Mechanical Manufacturing

  • A New Type of Twin-Blade Tidal Current Turbine
    Hao J, Liang Y, Wang Y, Li L, Wu P
    China Utility Model Patent · ZL 2020 2 2847951.6 · CN 213870108 U
    Granted August 3, 2021 · Patentee: China University of Petroleum (East China)
    Google Patents
  • A Two-Stage Series Tidal Current Energy Turbine
    Liang Y, Hao J, Guo J, Xi M, Jiang C
    China Utility Model Patent · ZL 2020 2 2847939.5 · CN 213684365 U
    Granted July 13, 2021 · Patentee: China University of Petroleum (East China)
    Google Patents
  • A Vertical-Axis Wind Turbine Power Generation Device with Variable Blade Pitch Angle
    Ruan C, Liang Y, Wang T, Zhao X
    China Utility Model Patent · ZL 2020 2 2357104.1 · CN 213540614 U
    Granted June 25, 2021 · Patentee: China University of Petroleum (East China)
    Google Patents
  • An Expandable Wheel-Claw Wheel for Off-Road Driving
    Liang Y, Zhang J, Xi M, Li X, Chen X
    China Utility Model Patent · ZL 2020 2 1146139.4 · CN 212353454 U
    Granted January 15, 2021 · Patentee: China University of Petroleum (East China)
    Google Patents