Quantum Machine Learning

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Period ending 2026-09-21

15 new papers

A weekly snapshot of new work published in Quantum Machine Learning.

Period ending 2026-09-14

8 new papers

A weekly snapshot of new work published in Quantum Machine Learning.

Period ending 2026-09-07

8 new papers

A weekly snapshot of new work published in Quantum Machine Learning.

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455 papers

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  1. Quantum Kernels for Audio Deepfake Detection Using Spectrogram Patch Features

    May 7, 2026Lisan Al Amin, Rakib Hossain, Mahbubul Islam +2Audio Deepfake DetectionMel-Frequency Cepstral Coefficient

  2. Architecture Shape Governs QNN Trainability: Jacobian Null Space Growth and Parameter Efficiency

    May 7, 2026Michael Poppel, David Bucher, Maximilian Zorn +5Variational Quantum CircuitsJacobian

  3. Quantum-enhanced Large Language Models on Quantum Hardware via Cayley Unitary Adapters

    May 7, 2026Borja Aizpurua, Sukhbinder Singh, Augustine Kshetrimayum +2Large Language Model QuantizationQuantum Computing

  4. Quantum Kernels for Parity-Structured Classification: A Hybrid Pipeline

    May 7, 2026Tushar PandeyQuantum KernelsRadial Basis Function

  5. Improving FMQA via Initial Training Data Design Considering Marginal Bit Coverage in One-Hot Encoding

    May 6, 2026Taiga Hayashi, Yuya Seki, Kotaro Terada +3Quantum Approximate Optimization AlgorithmExploratory Factor Analysis

  6. Magic-Informed Quantum Architecture Search

    May 5, 2026Vincenzo Lipardi, Domenica Dibenedetto, Georgios Stamoulis +1Quantum AdvantageMany-Body Physics

  7. Adversarial Effects on Expressibility and Trainability in Distributed Variational Quantum Algorithms

    May 5, 2026Abhishek Sadhu, Sharu Theresa JoseVariational Quantum CircuitsQuantum Machine Learning

  8. Stochastic Schrödinger Diffusion Models for Pure-State Ensemble Generation

    May 5, 2026Jian Xu, Wei Chen, Shigui Li +5Quantum Machine LearningScore-Based Diffusion Model

  9. Quantum Hierarchical Reinforcement Learning via Variational Quantum Circuits

    May 5, 2026Yu-Ting Lee, Samuel Yen-Chi Chen, Fu-Chieh ChangVariational Quantum CircuitsHierarchical Reinforcement Learning

  10. Measuring Accuracy and Energy-to-Solution of Quantum Fine-Tuning of Foundational AI Models

    May 4, 2026Oliver Knitter, Sang Hyub Kim, Maximilian Wurzer +7Hybrid Quantum Neural NetworksQuantum Computing

  11. Entanglement is Half the Story: Post-Selection vs. Partial Traces

    May 4, 2026Gustav J L Jäger, Krzysztof Bieniasz, Martin B Plenio +1Tensor NetworksQuantum Machine Learning

  12. Hybrid Quantum Reinforcement Learning with QAOA for Improved Vehicle Routing Optimization

    May 2, 2026T. Satyanarayana Murthy, B. Swathi Sowmya, Santhosh Voruganti +3Vehicle Routing ProblemQuantum Approximate Optimization Algorithm

  13. From Characterization To Construction: Generative Quantum Circuit Synthesis from Gate Set Tomography Data

    May 2, 2026King Yiu Yu, Aritra Sarkar, Erbing Hua +3Quantum Circuit SimulationAutomated Synthesis Techniques

  14. Quantum Interval Bound Propagation for Certified Training of Quantum Neural Networks

    May 1, 2026Emma Andrews, Nahyeon Kim, Prabhat MishraQuantum Machine LearningQuantum Neural Networks

  15. Quantum Gradient-Based Approach for Edge and Corner Detection Using Sobel Kernels

    May 1, 2026Mohammad Aamir Sohail, Gabriela Pinheiro, Yasemin Poyraz Kocak +4Quantum Error CorrectionEdge

  16. Conformalized Quantum DeepONet Ensembles: Towards Scalable Operator Learning with Distribution-Free Guarantees

    May 1, 2026Purav Matlia, Christian Moya, Guang LinQuantum Neural NetworksProbabilistic Operator Learning

  17. Efficient Mutation Testing of Quantum Machine Learning Models

    Apr 30, 2026Emma Andrews, Prabhat MishraQuantum Machine LearningMachine Learning

  18. Provable and scalable quantum Gaussian processes for quantum learning

    Apr 30, 2026Jonas Jäger, Paolo Braccia, Pablo Bermejo +3Quantum Machine LearningGaussian Process

  19. Defending Quantum Classifiers against Adversarial Perturbations through Quantum Autoencoders

    Apr 30, 2026Emma Andrews, Sahan Sanjaya, Prabhat MishraQuantum Machine LearningAdversarial Examples

  20. Controlled Steering-Based State Preparation for Adversarial-Robust Quantum Machine Learning

    Apr 30, 2026Sahan Sanjaya, Hari Krishna Parvatham, Emma Andrews +1Quantum Machine LearningQuantum Error Correction

  21. HQ-UNet: A Hybrid Quantum-Classical U-Net with a Quantum Bottleneck for Remote Sensing Image Segmentation

    Apr 29, 2026Md Aminur Hossain, Ayush V. Patel, Ikshwaku Vanani +1Hybrid Quantum Neural NetworksRemote Sensing Image Segmentation

  22. Universal Quantum Transformer

    Apr 29, 2026Sungyong Chung, Alireza TalebpourQuantum ComputingTensor Networks

  23. Quantum Feature Selection with Higher-Order Binary Optimization on Trapped-Ion Hardware

    Apr 29, 2026Carlos Flores-Garrigós, Anton Simen, Qi Zhang +6Quantum ComputingFeature Selection

  24. Parameterized Quantum Circuits as Feature Maps: Representation Quality and Readout Effects in Multispectral Land-Cover Classification

    Apr 29, 2026Ralntion Komini, Aikaterini Mandilara, Georgios Maragkopoulos +1Quantum KernelsNormalized Difference Vegetation Index

  25. Quantum Gatekeeper: Multi-Factor Context-Bound Image Steganography with VQC Based Key Derivation on Quantum Hardware

    Apr 29, 2026Sahil Tomar, Sandeep KumarSteganographyPost-Quantum Cryptography

  26. Qvine: Vine Structured Quantum Circuits for Loading High Dimensional Distributions

    Apr 29, 2026David Quiroga, Hannes Leipold, Bibhas AdhikariQuantum Circuit SimulationGaussian Copula

  27. QASM-Eval: A Dataset to Train and Evaluate LLMs on OpenQASM-3 Beyond Quantum Circuits

    Apr 28, 2026Zhenxiao Fu, Lei Jiang, Fan ChenQuantum Circuit SimulationQuantum Computing

  28. Lightweight Quantum Agent for Edge Systems: Joint PQC and NOMA Resource Allocation

    Apr 28, 2026Yongtao Yao, Wenjing Xiao, Miaojiang Chen +5Wireless Resource AllocationPost-Quantum Cryptography

  29. Quantum-Inspired Robust and Scalable SAR Object Classification

    Apr 28, 2026Maximilian Scharf, Marco Trenti, Felix Bock +5Synthetic Aperture RadarTensor Networks

  30. Quantum Dynamics via Score Matching on Bohmian Trajectories

    Apr 28, 2026Lei WangQuantum Neural NetworksWave

  31. Data-Driven Hamiltonian Reduction for Superconducting Qubits via Meta-Learning

    Apr 27, 2026Arielle Sanford, Andrew T. Kamen, Frederic T. Chong +1HamiltonianQubit

  32. Quantum Kernel Advantage over Classical Collapse in Medical Foundation Model Embeddings

    Apr 27, 2026Sebastian Cajas Ordóñez, Felipe Ocampo Osorio, Dax Enshan Koh +10Quantum KernelsMedical Image Classification

  33. GSC-QEMit: A Telemetry-Driven Hierarchical Forecast-and-Bandit Framework for Adaptive Quantum Error Mitigation

    Apr 27, 2026Steven Szachara, Sheeraja Rajakrishnan, Dylan Jay Van Allen +3Quantum Error CorrectionQuantum Circuit Simulation

  34. Few-Shot Cross-Device Transfer for Quantum Noise Modeling on Real Hardware

    Apr 27, 2026Sahil Al Farib, Sheikh Redwanul Islam, Azizur Rahman AnikQuantum ComputingQuantum Error Correction

  35. New non-Euclidean neural quantum states from additional types of hyperbolic recurrent neural networks

    Apr 27, 2026H. L. DaoQuantum Neural NetworksMany-Body Physics

  36. ITAS: A Multi-Agent Architecture for LLM-Based Intelligent Tutoring

    Apr 27, 2026Iizalaarab Elhaimeur, Nikos ChrisochoidesTutorsMulti-Agent Systems

  37. Query-Efficient Quantum Approximate Optimization via Graph-Conditioned Trust Regions

    Apr 27, 2026Molena HuynhQuantum Approximate Optimization AlgorithmApproximation Algorithms

  38. Do Quantum Transformers Help? A Systematic VQC Architecture Comparison on Tabular Benchmarks

    Apr 27, 2026Chi-Sheng Chen, En-Jui KuoVariational Quantum CircuitsQuantum Machine Learning

  39. An architectural capacity ceiling, not a barren plateau: why a fixed-encoding variational quantum circuit cannot fit the Lorenz-63 attractor

    Apr 26, 2026Tushar PandeyReservoir ComputingVariational Quantum Circuits

  40. The Exact Replica Threshold for Nonlinear Moments of Quantum States

    Apr 24, 2026Shuai ZengN$-Qubit Stabilizer StatesOptimal Sample Complexity

  41. On the Complementarity of Quantum and Classical Features: Adaptive Hybrid Quantum-Classical Feature Fusion for Breast Cancer Classification

    Apr 24, 2026Yasmin Rodrigues Sobrinho, João Renato Ribeiro Manesco, João Paulo PapaHybrid Quantum Neural NetworksMammography

  42. Replay-buffer engineering for noise-robust quantum circuit optimization

    Apr 23, 2026Akash Kundu, Sebastian FeldQuantum Circuit SimulationHybrid Quantum Neural Networks

  43. A four-player potential game for barren-plateau-aware quantum ansatz design

    Apr 23, 2026Rubén Darío GuerreroQuantum Circuit SimulationQuantum Approximate Optimization Algorithm

  44. QuanForge: A Mutation Testing Framework for Quantum Neural Networks

    Apr 22, 2026Minqi Shao, Shangzhou Xia, Jianjun ZhaoQuantum Neural NetworksQuantum Computing

  45. Learning to Solve the Quadratic Assignment Problem with Warm-Started MCMC Finetuning

    Apr 22, 2026Yicheng Pan, Ruisong Zhou, Haijun Zou +2Patient-To-Room Assignment ProblemQuantum Approximate Optimization Algorithm

  46. Option Pricing on Noisy Intermediate-Scale Quantum Computers: A Quantum Neural Network Approach

    Apr 20, 2026Sebastian Zając, Rafał PrachtQuantum Neural NetworksDerivative Pricing

  47. Trainability Beyond Linearity in Variational Quantum Objectives

    Apr 20, 2026Gordon Ma, Xiufan LiVariational Quantum CircuitsVariational

  48. Quantum inspired qubit qutrit neural networks for real time financial forecasting

    Apr 20, 2026Kanishk Bakshi, Kathiravan SrinivasanQuantum Neural NetworksQuantum Approximate Optimization Algorithm

  49. Benchmarking Quantum Kernel Support Vector Machines Against Classical Baselines on Tabular Data: A Rigorous Empirical Study with Hardware Validation

    Apr 20, 2026Siavash Kakavand, Christoph Strohmeyer, Michael SchlotterQuantum KernelsHybrid Quantum Neural Networks

  50. Path-Based Quantum Meta-Learning for Adaptive Optimization of Reconfigurable Intelligent Surfaces

    Apr 20, 2026Noha Hassan, Xavier Fernando, Halim YanikomerogluReconfigurable Intelligent SurfacesQuantum Advantage

  51. Hybrid Quantum Neural Networks for Enhanced Breast Cancer Thermographic Classification: A Novel Quantum-Classical Integration Approach

    Apr 18, 2026Riza Alaudin Syah, Irwan Alnarus Kautsar, Gunawan Witjaksono +1Hybrid Quantum Neural NetworksMammography

  52. Scalable Quantum Error Mitigation with Physically Informed Graph Neural Networks

    Apr 18, 2026Huaxin Wang, Xinge Wu, Jiajun Liu +4Quantum Error CorrectionQuantum Circuit Simulation

  53. Q-SINDy: Quantum-Kernel Sparse Identification of Nonlinear Dynamics with Provable Coefficient Debiasing

    Apr 18, 2026Samrendra Roy, Syed Bahauddin AlamSystem IdentificationQuantum Kernels

  54. Quantum AI for Cancer Diagnostic Biomarker Discovery

    Apr 18, 2026Mandeep Kaur Saggi, Amandeep Singh Bhatia, Humaira Gowher +1Quantum Machine LearningCancer Genome Atlas

  55. Discovering quantum phenomena with Interpretable Machine Learning

    Apr 17, 2026Paulin de Schoulepnikoff, Hendrik Poulsen Nautrup, Hans J. Briegel +1Quantum Machine LearningHybrid Quantum Neural Networks

  56. Federated Learning with Quantum Enhanced LSTM for Applications in High Energy Physics

    Apr 17, 2026Abhishek Sawaika, Durga Pritam Suggisetti, Udaya Parampalli +1Hybrid Quantum Neural NetworksQuantum Machine Learning

  57. A Fully GPU-Accelerated Framework for High-Performance Configuration Interaction Selection with Neural Network Quantum States

    Apr 17, 2026Daran Sun, Bowen Kan, Haoquan Long +13Quantum Neural NetworksMany-Body Physics

  58. PINNACLE: An Open-Source Computational Framework for Classical and Quantum PINNs

    Apr 17, 2026Shimon Pisnoy, Hemanth Chandravamsi, Ziv Chen +4Conventional Physics-Informed Neural NetworksHybrid Quantum Neural Networks

  59. Cloning is as Hard as Learning for Stabilizer States

    Apr 16, 2026Nikhil Bansal, Matthias C. Caro, Gaurav MahajanN$-Qubit Stabilizer StatesQuantum Machine Learning

  60. Optimal algorithmic complexity of inference in quantum kernel methods

    Apr 16, 2026Elies Gil-Fuster, Seongwook Shin, Sofiene Jerbi +2Quantum KernelsQuantum Advantage