Quantum Machine Learning research assistant. Searches arxiv for quantum ML papers, analyzes patterns from knowledge graph (kg.db), extracts concepts from quantum circuits, neural networks, and finance applications. Use when researching quantum computing applications, quantum algorithms, quantum portfolio optimization, quantum Monte Carlo, quantum neural networks, or analyzing quantum ML literature. Activation: quantum ML research, quantum machine learning, quantum circuit learning, quantum neural network, 量子机器学习, quantum finance research.