3 papers
cs.DC2025
Astra: Efficient and Money-saving Automatic Parallel Strategies Search on Heterogeneous GPUs
Peiran Wang, Haibing Li, Fu Haohan +3
In this paper, we introduce an efficient and money-saving automatic parallel strategies search framework on heterogeneous GPUs: Astra. First, Astra searches for the efficiency-opti…
cs.CV2025
Fair-MoE: Fairness-Oriented Mixture of Experts in Vision-Language Models
Peiran Wang, Linjie Tong, Jiaxiang Liu +1
Fairness is a fundamental principle in medical ethics. Vision Language Models (VLMs) have shown significant potential in the medical field due to their ability to leverage both vis…
cs.LG2024
Training on Fake Labels: Mitigating Label Leakage in Split Learning via Secure Dimension Transformation
Yukun Jiang, Peiran Wang, Chengguo Lin +2
Two-party split learning has emerged as a popular paradigm for vertical federated learning. To preserve the privacy of the label owner, split learning utilizes a split model, which…