Publications

Selected papers and ongoing work.

A focused list of recent work, with previews, venue labels, and direct links to preprints or code when available.

2026

  1. notam-evolve.png
    AAAI 2026 arXiv Code
    NOTAM-Evolve: A Knowledge-Guided Self-Evolving Optimization Framework with LLMs for NOTAM Interpretation
    Maoqi Liu, Quan Fang, Yuhao Wu, and 3 more authors
    Proceedings of the AAAI Conference on Artificial Intelligence, 2026

2025

  1. knots.png
    ADVEI 2025 arXiv Code
    Knots: A Large-Scale Multi-Agent Enhanced Expert-Annotated Dataset and LLM Prompt Optimization for NOTAM Semantic Parsing
    Maoqi Liu, Quan Fang, Yang Yang, and 2 more authors
    Advanced Engineering Informatics, 2025
  2. ramoe.png
    PRCV 2025
    R²A²-MoE: Ridge Regression-based Analytic Adaptation with Mixture of Experts for Continual Learning with Vision-Language Models
    Maoqi Liu, Quan Fang, Junyu Gao, and 1 more author
    Pattern Recognition and Computer Vision, 2025