Bin Li

Associate Professor，PhD Supervisor
Email: binli@bit.edu.cn

Wireless Communications, Signal Processing, Machine Learning

Selected Publications:

[1] Bin Li, Nan Wu, and Yik-Chung Wu, “Distributed inference with variational message passing in Gaussian graphical models: tradeoffs in message schedules and convergence conditions,” IEEE Transactions on Signal Processing, vol. 24, pp.2021-2035, 2024.

[2] Bin Li, Qinliang Su, and Yik-Chung Wu, “Fixed points of Gaussian belief propagation and relation to convergence,” IEEE Transactions on Signal Processing, vol. 67, no. 23, pp. 6025-6038, Dec. 2019.

[3] Bin Li and Yik-Chung Wu, “Convergence analysis of Gaussian belief propagation under high-order factorization and asynchronous scheduling,” IEEE Transactions on Signal Processing, vol. 67, no. 11, pp. 2884-2897, Jun. 2019.

[4] Bin Li, Nan Wu, Yik-Chung Wu, and Yonghui Li, “Convergence-guaranteed parametric Bayesian distributed cooperative localization,” IEEE Transactions on Wireless Communications, vol. 21, no. 10, pp. 8179-8192, Oct. 2022.

[5] Bin Li and Yik-Chung Wu, “Convergence of Gaussian belief propagation under general pairwise factorization: connecting Gaussian MRF with pairwise linear Gaussian model,” Journal of Machine Learning Research, vol. 20, no. 144, pp. 1-30, Oct. 2019.