quantum machine learning

QuEENet: Quantum-Enhanced Expressive Network for Image Classification WACV 2026 zkQML: Verifiable and Privacy-Preserving Inference for Quantum Machine Learning (Student Abstract) AAAI 2026 A Quantum Circuit-Based Compression Perspective for Parameter-Efficient Learning ICLR 2025 Exploring channel distinguishability in local neighborhoods of the model space in quantum neural networks ICLR 2025 On the Relation between Trainability and Dequantization of Variational Quantum Learning Models ICLR 2025 On the Trainability and Classical Simulability of Learning Matrix Product States Variationally AAAI 2025 Qsco: A Quantum Scoring Module for Open-Set Supervised Anomaly Detection AAAI 2025 Quantum-Enhanced Gated Recurrent Units for Part-of-Speech Tagging AACL 2025 ResQ: A Novel Framework to Implement Residual Neural Networks on Analog Rydberg Atom Quantum Computers ICCV 2025 Understanding Generalization in Quantum Machine Learning with Margins ICML 2025 Circuit Design and Efficient Simulation of Quantum Inner Product and Empirical Studies of Its Effect on Near-Term Hybrid Quantum-Classic Machine Learning CVPR 2024 Quantum Deep Equilibrium Models NeurIPS 2024 QVAE-Mole: The Quantum VAE with Spherical Latent Variable Learning for 3-D Molecule Generation NeurIPS 2024 Topological data analysis on noisy quantum computers ICLR 2024 Alternating Layered Variational Quantum Circuits Can Be Classically Optimized Efficiently Using Classical Shadows AAAI 2023 Classically Approximating Variational Quantum Machine Learning with Random Fourier Features ICLR 2023 MosaiQ: Quantum Generative Adversarial Networks for Image Generation on NISQ Computers ICCV 2023 On quantum backpropagation, information reuse, and cheating measurement collapse NeurIPS 2023 Quantum Multi-Agent Meta Reinforcement Learning AAAI 2023 Quantum Policy Gradient Algorithm with Optimized Action Decoding ICML 2023 Quantum Ridgelet Transform: Winning Lottery Ticket of Neural Networks with Quantum Computation ICML 2023 SLIQ: Quantum Image Similarity Networks on Noisy Quantum Computers AAAI 2023 Statistical Analysis of Quantum State Learning Process in Quantum Neural Networks NeurIPS 2023 Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits NeurIPS 2022 Quantum perceptron revisited: Computational-statistical tradeoffs UAI 2022