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Interactive Training 2: Auditable Control Plane for Live Model Training

Published on Jul 16 Submitted by MEGAon Jul 27#1 Paper of the day University of Waterloo

Authors

Do you know Wentao Zhang?You can claim authorship or link another user.Do you know Xuanhe Pan?You can claim authorship or link another user.Do you know Han Zhou?You can claim authorship or link another user.Do you know Yang Lu?You can claim authorship or link another user.Do you know Yuntian Deng?You can claim authorship or link another user.

Abstract

Experiment trackers show how training is progressing, but changing a live run still usually requires trainer-specific code. We present Interactive Training 2, an open-source control plane for steering training through a shared protocol. Training applications declare which settings and actions they expose, humans and automated controllers submit requests through the same interface, and the training loop validates and applies them at safe control points. A customized Aim workspace combines live metrics and controls with a chronological record of requests and outcomes. We demonstrate the system across five NLP and reinforcement-learning workflows. The released code and traces provide a reusable foundation for auditable human- and agent-guided training.

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