3 papers
cs.LG2024
Distributed Harmonization: Federated Clustered Batch Effect Adjustment and Generalization
Bao Hoang, Yijiang Pang, Siqi Liang +3
Independent and identically distributed (i.i.d.) data is essential to many data analysis and modeling techniques. In the medical domain, collecting data from multiple sites or inst…
cs.LG2024
Towards Stability of Parameter-Free Optimization
Yijiang Pang, Shuyang Yu, Bao Hoang +1
Hyperparameter tuning, particularly the selection of an appropriate learning rate in adaptive gradient training methods, remains a challenge. To address this challenge, we propose…
cs.LG2024
Stochastic Two Points Method for Deep Model Zeroth-order Optimization
Yijiang Pang, Jiayu Zhou
Large foundation models, such as large language models, have performed exceptionally well in various application scenarios. Building or fully fine-tuning such large models is usual…