Author

Zhuohua Li

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Book Open access Oct 2026

NL2VBench: A Benchmark for End-to-End Natural-Language to Verifiable Rust Generation

Large language models (LLMs) have shown promise in code generation, but generating formally verifiable Rust programs from natural-language descriptions remains highly challenging. We present a benchmark called NL2VBench for generating verifiable Rust programs from natural-language descriptions using Verus.NL2VBench con...

Lian-He Hu, Cheng Wen, Du-Gang Liu et al. · Proceedings of the 41st IEEE... · 0 citations

#machine learning Preprint Aug 2026

Quantum Multi-Armed Bandits and Linear Bandits: Lower Bounds and Algorithms

We study quantum multi-armed bandits (QMAB) and quantum linear bandits (QLB), where the learner queries each arm or action through a quantum reward oracle or its inverse. Prior work gives algorithms over horizon $T$ with regret $O(K\log T)$ for QMAB with $K$ arms and $O(d^2\operatorname{polylog} T)$ for $d$-dimensional...

Maoli Liu, Zhuohua Li, John C. S. Lui · 0 citations