2 papers
cs.LG2026
Quantum Temporal Convolutional Neural Networks for Cross-Sectional Equity Return Prediction: A Comparative Benchmark Study
Chi-Sheng Chen, Xinyu Zhang, En-Jui Kuo +3
Quantum machine learning offers a promising pathway for enhancing stock market prediction, particularly under complex, noisy, and highly dynamic financial environments. However, ma…
quant-ph2025
Quantum Reinforcement Learning Trading Agent for Sector Rotation in the Taiwan Stock Market
Chi-Sheng Chen, Xinyu Zhang, Ya-Chuan Chen
We propose a hybrid quantum-classical reinforcement learning framework for sector rotation in the Taiwan stock market. Our system employs Proximal Policy Optimization (PPO) as the…