As of Oct 16, on arXiv:2610.20615, the authors say adaptive optimization workflows in machine learning, federated learning and hybrid classical-quantum systems often bury controller logic inside task-specific training scripts, limiting reuse and fair comparison.
Posted on arXiv on Oct 16, 2026 (source: arxiv.org).
On arXiv:2610.20615, the authors say adaptive optimization workflows in machine learning, federated learning and hybrid classical-quantum systems often bury controller logic inside task-specific training scripts, limiting reuse and fair comparison. They present DeepUnfolding Agent, a schema-driven FastAPI platform that offers deep-unfolded adaptive control as an external software service. The paper has not yet been peer-reviewed.
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