DeepUnfolding_Agent: A Classical_Quantum Adaptive Control API
Not specified in the abstract
Abstract
The paper presents DeepUnfolding Agent, a schema-driven FastAPI platform that separates adaptive control logic from domain-specific execution, enhancing reuse and reproducibility in optimization workflows.
Reality Card
DeepUnfolding-Agent provides a reusable and traceable adaptive control layer for heterogeneous optimization workflows, validated across multiple domains including finance and healthcare.
The implementation supports various execution pathways including classical and quantum systems, validated through multiple testing methods.
The coupling of controller logic with task-specific training scripts may still pose challenges for complete reproducibility.
Paper to code
Verified implementation resources so builders can test the paper’s claims instead of stopping at the abstract.