publications

My publications by categories in reversed chronological order.

2026

  1. 3DSPMR.jpg
    Vision to Geometry: 3D Spatial Memory for Sequential Embodied MLLM Reasoning and Exploration
    Zhongyi Cai#, Yi Du#, Chen Wang, and Yu Kong
    Under Review, 2026

2025

  1. DLED_pipeline.jpg
    Open Set Face Forgery Detection via Dual-Level Evidence Collection
    Zhongyi Cai, Bryce Gernon, Wentao Bao, Yifan Li, Matthew Wright, and Yu Kong
    Under Review, 2025
  2. industry.jpg
    IndustryEQA: Pushing the Frontiers of Embodied Question Answering in Industrial Scenarios
    Yifan Li#, Yuhang Chen#, Anh Dao#, lichi Li, Zhongyi Cai, Zhen Tan, Tianlong Chen, and Yu Kong
    Advances in Neural Information Processing Systems DB Track, 2025

2024

  1. FedFea.png
    Understanding convergence and generalization in federated learning through feature learning theory
    Wei Huang, Ye Shi, Zhongyi Cai, and Taiji Suzuki
    In The Twelfth International Conference on Learning Representations, 2024

2023

  1. FedCO2.jpg
    Fed-CO2: Cooperation of Online and Offline Models for Severe Data Heterogeneity in Federated Learning
    Zhongyi Cai, Ye Shi, Wei Huang, and Jingya Wang
    Advances in Neural Information Processing Systems, 2023
  2. FedTP.png
    Fedtp: Federated learning by transformer personalization
    Hongxia Li#, Zhongyi Cai#, Jingya Wang, Jiangnan Tang, Weiping Ding, Chin-Teng Lin, and Ye Shi
    IEEE transactions on neural networks and learning systems, 2023