Showing quant-phShow all
3 papers · 1 filter
quant-ph2025
Symmetric Reduction Techniques for Quantum Graph Colouring
Lord Sen, Shyamapada Mukherjee
This paper introduces an efficient quantum computing method for reducing special graphs in the context of the graph coloring problem. The special graphs considered include both sym…
quant-ph2025
QuIRK: Quantum-Inspired Re-uploading KAN
Vinayak Sharma, Ashish Padhy, Lord Sen +4
Kolmogorov-Arnold Networks or KANs have shown the ability to outperform classical Deep Neural Networks, while using far fewer trainable parameters for regression problems on scient…
quant-ph2025
QPMeL - Quantum-Aware Classically-Trained Embeddings via Projective Metric Learning
Vinayak Sharma, Ashish Padhy, Sourav Behera +3
Deep metric learning has recently shown extremely promising results in the classical data domain, creating well-separated feature spaces. This idea was also adapted to quantum comp…