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Interactive Training 2: Auditable Control Plane for Live Model Training

17 upvotes · 17 JUL 2026 · Wentao Zhang, Xuanhe Pan, Han Zhou et al.

This paper introduces a new system for controlling live machine learning model training, allowing humans and automated controllers to interact with the training process through a shared interface, and providing a clear audit trail of changes and outcomes. Practitioners might care because it enables more transparent and accountable training processes.

auditable control planelive model trainingNLP workflowsreinforcement-learningtraining interfaces