Author

Wen-Xuan Liu

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#artificial intelligence Preprint Sep 2026

QART: A Quantum-Classical Hybrid Architecture for Long-Horizon Reasoning -- Exploring a Conditional Path toward Quantum Scaling

Long-horizon reasoning is vulnerable to early errors that compromise later decisions. We present QART, the Quantum-Augmented Reasoning Transformer, a quantum--classical hybrid architecture combining a backbone language model with quantum encoding, CIM-based QUBO optimization, and quantum decoding. Semantic information...

Le-Hao Lin, Yuheng Cheng, Guolong Liu et al. · 0 citations

Jul 2026

EXPRESS: Tackling Decision Dependency in Contextual Stochastic Optimization

It is established that CGD converges to a neighborhood of the global optimum when the loss function exhibits sufficient strong convexity, and the derived bounds reveal a key insight: the strength of convexity in the loss function can compensate for the uncertainty introduced by decision-dependent effects.

Wenxuan Liu, Xiangting Liu, Maoqi Liu et al. · Production and operations ma... · 0 citations