Author

Sebastian Feld

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#artificial intelligence Preprint Sep 2026

Generative Replay Mitigates Sample Starvation in Quantum Architecture Search

GenQAS is introduced, a tensor network-guided RL framework that combines a fixed matrix product state warm-start with prioritized generative replay and can mitigate sample starvation in quantum architecture search and support more resource efficient circuit discovery.

Akash Kundu, Amit Kumar Jaiswal, Sebastian Feld et al. · 0 citations

Preprint Jul 2026

MOSAIQC: Mixed-topology-aware Optimization for Scalable Approximate noise-Informed Quantum circuit Cutting

MosaiQC demonstrates a superior trade-off for run speed and solution quality, while adding fundamental features excluded by most competitors, and demonstrates that scalable heuristic optimization can substantially reduce the computational overhead of circuit-cut placement for increasingly large quantum circuits.

Koen J. Mesman, Yinglu Tang, Matthias Moller et al. · 0 citations