2 papers
cs.DC2025
ECCO: Leveraging Cross-Camera Correlations for Efficient Live Video Continuous Learning
Yuze He, Ferdi Kossmann, Srinivasan Seshan +1
Recent advances in video analytics address real-time data drift by continuously retraining specialized, lightweight DNN models for individual cameras. However, the current practice…
cs.DC2025
Toward Co-adapting Machine Learning Job Shape and Cluster Topology
Shawn Shuoshuo Chen, Daiyaan Arfeen, Minlan Yu +2
Allocating resources to distributed machine learning jobs in multi-tenant torus-topology clusters must meet each job's specific placement and communication requirements, which are…