Skip to content
Log in
Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xiang-Peng Hou

h-index 4 View on Semantic Scholar

We have 2 of 7 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Book Open access Sep 2026

Chameleon: Adaptive Bidirectional Pipeline Parallelism for Edge Collaborative Training

Chameleon is a synchronous and adaptive bidirectional pipeline framework that achieves high throughput in dynamic and heterogeneous edge systems, and incorporates a hardware-aware throughput model to capture pipeline stage performance on heterogeneous devices.

Tao Liu, Xiang-Peng Hou, Li-Ying Li et al. · 0 citations
Book Open access Sep 2026

Chameleon: Adaptive Bidirectional Pipeline Parallelism for Edge Collaborative Training

The shift of deep learning (DL) from the cloud to the edge introduces a critical systems challenge: enabling efficient and stable distributed training under dynamic and heterogeneous conditions. Pipeline parallelism is crucial for training throughput, but existing frameworks, designed for cloud servers, incur high over...

Tao Liu, Xiang-Peng Hou, Li-Ying Li et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.