Publications

2026

  1. Dywave: Event-Aligned Dynamic Tokenization for Heterogeneous IoT Sensing Signals
    Tomoyoshi Kimura, Denizhan Kara, Jinyang Li, Hongjue Zhao, Yigong Hu, Yizhuo Chen, Xiaomin Ouyang, Shengzhong Liu, and Tarek Abdelzaher
  2. WestWorld: A Knowledge-Encoded Scalable Trajectory World Model for Diverse Robotic Systems
    Yuchen Wang, Jiangtao Kong, Sizhe Wei, Xiaochang Li, Haohong Lin, Hongjue Zhao, Tianyi Zhou, Lu Gan, and Huajie Shao
  3. ODESteer: A Unified ODE-Based Steering Framework for LLM Alignment
    Hongjue Zhao, Haosen Sun, Jiangtao Kong, Xiaochang Li, Qineng Wang, Liwei Jiang, Qi Zhu, Tarek Abdelzaher, Yejin Choi, Manling Li, and Huajie Shao

2025

  1. Accelerating Neural ODEs: A Variational Formulation-based Approach
    Hongjue Zhao, Yuchen Wang, Hairong Qi, Zijie Huang, Han Zhao, Lui Sha, and Huajie Shao
  2. A Generalizable Physics-Enhanced State Space Model for Long-Term Dynamics Forecasting in Complex Environments
    Yuchen Wang, Hongjue Zhao, Haohong Lin, Enze Xu, Lifang He, and Huajie Shao
  3. On Network-Efficient Multimodal Multi-Vantage Foundation Models for Distributed Sensing
    Tianchen Wang, Yizhuo Chen, Hongjue Zhao, You Lyu, Jinyang Li, Tomoyoshi Kimura, Yigong Hu, Denizhan Kara, Maggie Wigness, Jeffrey Twigg, and others
  4. Perturbation-Based Graph Active Learning for Semi-Supervised Belief Representation Learning
    Dachun Sun, Jinning Li, Xinyi Liu, You Lyu, Hongjue Zhao, Denizhan Kara, and Tarek Abdelzaher
  5. SPAR: Self-supervised placement-aware representation learning for multi-node iot systems
    Yizhuo Chen, Tianchen Wang, You Lyu, Yanlan Hu, Jinyang Li, Tomoyoshi Kimura, Hongjue Zhao, Yigong Hu, Denizhan Kara, and Tarek Abdelzaher
  6. DiffPhys: Differential Physics Augmentations for Enhanced Representations
    Denizhan Kara, Tomoyoshi Kimura, Dachun Sun, Jinyang Li, Yizhuo Chen, Yigong Hu, Hongjue Zhao, Joydeep Bhattacharyya, and Tarek Abdelzaher
  7. RestoreML: Practical unsupervised tuning of deployed intelligent iot systems
    Jinyang Li, Yizhuo Chen, Ruijie Wang, Tomoyoshi Kimura, Tianshi Wang, You Lyu, Hongjue Zhao, Binqi Sun, Shangchen Wu, Yigong Hu, and others
  8. AdaTS: Learning Adaptive Time Series Representations via Dynamic Soft Contrasts
    Denizhan Kara, Tomoyoshi Kimura, Jinyang Li, Bowen He, Yizhuo Chen, Yigong Hu, Hongjue Zhao, Shengzhong Liu, and Tarek F. Abdelzaher

2024

  1. CAT: Interpretable concept-based taylor additive models
    Viet Duong, Qiong Wu, Zhengyi Zhou, Hongjue Zhao, Chenxiang Luo, Eric Zavesky, Huaxiu Yao, and Huajie Shao