3 papers
quant-ph2025
Quantum-Assisted Recursive Algorithm for Solving the Exact Cover Problem
Xiao-Hui Ni, Jia-Cheng Fan, Ling-Xiao Li +5
The exact cover problem is an NP-complete problem with broad applications. Studies show that although applying the Quantum Approximate Optimization Algorithm (QAOA) to this problem…
quant-ph2025
Quantum Knowledge Distillation for Large Language Models
Lingxiao Li, Yihao Wang, Jiacheng Fan +4
As foundational tools in natural language processing, Large Language Models (LLMs) have immense parameter scales, which makes deployment and inference increasingly prohibitive, esp…
quant-ph2025
QSEA: Quantum Self-supervised Learning with Entanglement Augmentation
Lingxiao Li, Xiaohui Ni, Jing Li +2
As an unsupervised feature representation paradigm, Self-Supervised Learning (SSL) uses the intrinsic structure of data to extract meaningful features without relying on manual ann…