1 code implementation • 9 Oct 2023 • Bolian Li, Ruqi Zhang
Bayesian deep learning counts on the quality of posterior distribution estimation.
no code implementations • 10 Mar 2023 • Bolian Li, Ruqi Zhang
Long-tailed classification poses a challenge due to its heavy imbalance in class probabilities and tail-sensitivity risks with asymmetric misprediction costs.
2 code implementations • CVPR 2022 • Bolian Li, Zongbo Han, Haining Li, Huazhu Fu, Changqing Zhang
To address these issues, we propose a Trustworthy Long-tailed Classification (TLC) method to jointly conduct classification and uncertainty estimation to identify hard samples in a multi-expert framework.
Ranked #19 on Long-tail Learning on CIFAR-10-LT (ρ=100)
1 code implementation • 28 Oct 2021 • Bolian Li, Baoyu Jing, Hanghang Tong
We argue that the community information should be considered to identify node pairs in the same communities, where the nodes insides are semantically similar.
1 code implementation • 15 Oct 2021 • Bolian Li, Zige Zheng, Changqing Zhang
Uncertainty estimation is critical for cost-sensitive deep-learning applications (i. e. disease diagnosis).