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2111.05292
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Generalization in quantum machine learning from few training data
9 November 2021
Matthias C. Caro
Hsin-Yuan Huang
M. Cerezo
Kunal Sharma
A. Sornborger
L. Cincio
Patrick J. Coles
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Papers citing
"Generalization in quantum machine learning from few training data"
50 / 143 papers shown
Title
Quantum-Enhanced Parameter-Efficient Learning for Typhoon Trajectory Forecasting
Chen-Yu Liu
Kuan-Cheng Chen
Yi-Chien Chen
Samuel Yen-Chi Chen
Wei-Hao Huang
Wei-Jia Huang
Yen-Jui Chang
34
0
0
14 May 2025
Distributed Quantum Neural Networks on Distributed Photonic Quantum Computing
Kuan-Cheng Chen
Chen-Yu Liu
Yu Shang
Felix Burt
Kin K Leung
49
0
0
13 May 2025
Addressing the Current Challenges of Quantum Machine Learning through Multi-Chip Ensembles
Junghoon Justin Park
Jiook Cha
Samuel Yen-Chi Chen
Huan-Hsin Tseng
Shinjae Yoo
39
0
0
13 May 2025
Differentiable Quantum Architecture Search in Quantum-Enhanced Neural Network Parameter Generation
Samuel Yen-Chi Chen
Chen-Yu Liu
Kuan-Cheng Chen
Wei-Jia Huang
Yen-Jui Chang
Wei-Hao Huang
31
0
0
13 May 2025
Towards Artificial General or Personalized Intelligence? A Survey on Foundation Models for Personalized Federated Intelligence
Yu Qiao
Huy Q. Le
Avi Deb Raha
Phuong-Nam Tran
Apurba Adhikary
Mengchun Zhang
Loc X. Nguyen
Eui-nam Huh
Dusit Niyato
Choong Seon Hong
AI4CE
36
0
0
11 May 2025
Efficient Quantum Convolutional Neural Networks for Image Classification: Overcoming Hardware Constraints
Peter Röseler
Oliver Schaudt
Helmut Berg
Christian Bauckhage
Matthias Koch
34
0
0
09 May 2025
Hybrid Quantum Recurrent Neural Network For Remaining Useful Life Prediction
Olga Tsurkan
Aleksandra Konstantinova
Aleksandr Sedykh
Dmitrii Zhiganov
Arsenii Senokosov
Daniil Tarpanov
Matvei Anoshin
Leonid Fedichkin
34
0
0
29 Apr 2025
On the Generalization of Adversarially Trained Quantum Classifiers
Petros Georgiou
Aaron Mark Thomas
Sharu Theresa Jose
Osvaldo Simeone
AAML
39
0
0
24 Apr 2025
Trainable Quantum Neural Network for Multiclass Image Classification with the Power of Pre-trained Tree Tensor Networks
Keisuke Murota
Takumi Kobori
27
0
0
21 Apr 2025
Multiple Embeddings for Quantum Machine Learning
Siyu Han
Lihan Jia
Lanzhe Guo
47
0
0
27 Mar 2025
Exploring the Potential of QEEGNet for Cross-Task and Cross-Dataset Electroencephalography Encoding with Quantum Machine Learning
Chi-Sheng Chen
Samuel Yen-Chi Chen
Huan-Hsin Tseng
65
3
0
28 Feb 2025
Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits
Kaining Zhang
Liu Liu
Min-hsiu Hsieh
Dacheng Tao
66
60
0
20 Feb 2025
Quantum automated learning with provable and explainable trainability
Qi Ye
Shuangyue Geng
Zizhao Han
Weikang Li
L. Duan
D. Deng
38
0
0
07 Feb 2025
Benchmarking Quantum Convolutional Neural Networks for Signal Classification in Simulated Gamma-Ray Burst Detection
Farida Farsian
Nicolò Parmiggiani
Alessandro Rizzo
Gabriele Panebianco
Andrea Bulgarelli
...
Giuseppe Murante
Giuseppe Sarracino
Roberto Scaramella
Vincenzo Testa
Tiziana Trombetti
69
0
0
28 Jan 2025
Stability and Generalization of Quantum Neural Networks
Jiaqi Yang
Wei Xie
Xiaohua Xu
48
1
0
22 Jan 2025
Data-Dependent Generalization Bounds for Parameterized Quantum Models Under Noise
Bikram Khanal
Pablo Rivas
97
0
0
16 Dec 2024
Quantum-Train-Based Distributed Multi-Agent Reinforcement Learning
Kuan-Cheng Chen
Samuel Yen-Chi Chen
Chen-Yu Liu
Kin K Leung
77
6
0
12 Dec 2024
Lie-Equivariant Quantum Graph Neural Networks
Jogi Suda Neto
Roy T. Forestano
S. Gleyzer
K. Kong
Konstantin T. Matchev
Katia Matcheva
106
0
0
22 Nov 2024
Leveraging Pre-Trained Neural Networks to Enhance Machine Learning with Variational Quantum Circuits
Jun Qi
Chao-Han Huck Yang
Samuel Yen-Chi Chen
Pin-Yu Chen
Hector Zenil
Jesper Tegner
36
0
0
13 Nov 2024
Understanding Generalization in Quantum Machine Learning with Margins
Tak Hur
Daniel K. Park
AI4CE
39
1
0
11 Nov 2024
Few measurement shots challenge generalization in learning to classify entanglement
L. Banchi
Jason L. Pereira
Marco Zamboni
33
0
0
10 Nov 2024
Lorentz-Equivariant Quantum Graph Neural Network for High-Energy Physics
Md Abrar Jahin
Md. Akmol Masud
Md Wahiduzzaman Suva
M. F. Mridha
Nilanjan Dey
59
1
0
03 Nov 2024
Quantum Deep Equilibrium Models
Philipp Schleich
Marta Skreta
L. B. Kristensen
Rodrigo A. Vargas-Hernández
Alán Aspuru-Guzik
32
0
0
31 Oct 2024
Integrated Encoding and Quantization to Enhance Quanvolutional Neural Networks
Daniele Lizzio Bosco
Beatrice Portelli
Giuseppe Serra
36
0
0
08 Oct 2024
Satellite image classification with neural quantum kernels
Pablo Rodriguez-Grasa
Robert Farzan-Rodriguez
Gabriele Novelli
Yue Ban
Mikel Sanz
36
0
0
30 Sep 2024
Scalable quantum dynamics compilation via quantum machine learning
Yuxuan Zhang
R. Wiersema
Juan Carrasquilla
Lukasz Cincio
Yong Baek Kim
42
2
0
24 Sep 2024
CompressedMediQ: Hybrid Quantum Machine Learning Pipeline for High-Dimensional Neuroimaging Data
Kuan-Cheng Chen
Yi-Tien Li
Tai-Yu Li
Chen-Yu Liu
Po-Heng Li
Cheng-Yu Chen
34
7
0
13 Sep 2024
An Introduction to Quantum Reinforcement Learning (QRL)
Samuel Yen-Chi Chen
53
0
0
09 Sep 2024
Efficient Learning for Linear Properties of Bounded-Gate Quantum Circuits
Yuxuan Du
Min-hsiu Hsieh
Dacheng Tao
47
3
0
22 Aug 2024
From Graphs to Qubits: A Critical Review of Quantum Graph Neural Networks
Andrea Ceschini
Francesco Mauro
Francesca De Falco
A. Sebastianelli
A. Verdone
A. Rosato
Bertrand Le Saux
Massimo Panella
Paolo Gamba
Silvia Liberata Ullo
GNN
AI4CE
41
0
0
12 Aug 2024
Quantum Gradient Class Activation Map for Model Interpretability
Hsin-Yi Lin
Huan-Hsin Tseng
Samuel Yen-Chi Chen
Shinjae Yoo
FAtt
33
6
0
12 Aug 2024
Quantum Machine Learning Architecture Search via Deep Reinforcement Learning
Xin Dai
Tzu-Chieh Wei
Shinjae Yoo
Samuel Yen-Chi Chen
42
3
0
29 Jul 2024
Quantum Supervised Learning
A. Macaluso
54
3
0
24 Jul 2024
Hybrid Classical-Quantum architecture for vectorised image classification of hand-written sketches
Y. Cordero
S. Biswas
F. Vilarino
M. Bilkis
VLM
39
0
0
08 Jul 2024
On the relation between trainability and dequantization of variational quantum learning models
Elies Gil-Fuster
Casper Gyurik
Adrián Pérez-Salinas
Vedran Dunjko
36
10
0
11 Jun 2024
Qsco: A Quantum Scoring Module for Open-set Supervised Anomaly Detection
Yifeng Peng
Xinyi Li
Zhiding Liang
Ying Wang
44
0
0
25 May 2024
Quantum Vision Transformers for Quark-Gluon Classification
Marçal Comajoan Cara
Gopal Ramesh Dahale
Zhongtian Dong
Roy T. Forestano
S. Gleyzer
...
Kyoungchul Kong
Tom Magorsch
Konstantin T. Matchev
Katia Matcheva
Eyup B. Unlu
53
9
0
16 May 2024
Hybrid Quantum Graph Neural Network for Molecular Property Prediction
Michael Vitz
Hamed Mohammadbagherpoor
Samarth Sandeep
Andrew Vlasic
Richard Padbury
Anh Pham
AI4CE
36
1
0
08 May 2024
Expanding the Horizon: Enabling Hybrid Quantum Transfer Learning for Long-Tailed Chest X-Ray Classification
Skylar Chan
Pranav Kulkarni
Paul H. Yi
Vishwa S. Parekh
39
0
0
30 Apr 2024
Permutation-equivariant quantum convolutional neural networks
Sreetama Das
Filippo Caruso
48
2
0
28 Apr 2024
Quantum Patch-Based Autoencoder for Anomaly Segmentation
Maria Francisca Madeira
Alessandro Poggiali
Jeanette Miriam Lorenz
31
0
0
26 Apr 2024
Guided-SPSA: Simultaneous Perturbation Stochastic Approximation assisted by the Parameter Shift Rule
Maniraman Periyasamy
Axel Plinge
Christopher Mutschler
Daniel D. Scherer
Wolfgang Mauerer
51
6
0
24 Apr 2024
Multi-Class Quantum Convolutional Neural Networks
Marco Mordacci
Davide Ferrari
Michele Amoretti
31
2
0
19 Apr 2024
Model-based Offline Quantum Reinforcement Learning
Simon Eisenmann
Daniel Hein
Steffen Udluft
Thomas Runkler
41
3
0
14 Apr 2024
Quantum Adversarial Learning for Kernel Methods
Giuseppe Montalbano
L. Banchi
AAML
16
4
0
08 Apr 2024
Optimizing Quantum Convolutional Neural Network Architectures for Arbitrary Data Dimension
Changwon Lee
Israel F. Araujo
Dongha Kim
Junghan Lee
Siheon Park
Ju-Young Ryu
Daniel K. Park
37
1
0
28 Mar 2024
Early-stage detection of cognitive impairment by hybrid quantum-classical algorithm using resting-state functional MRI time-series
Junggu Choi
Tak Hur
Daniel K. Park
Na-Young Shin
Seung-Koo Lee
Hakbae Lee
Sanghoon Han
32
0
0
16 Mar 2024
Empowering Credit Scoring Systems with Quantum-Enhanced Machine Learning
Javier Mancilla
André Sequeira
Tomas Tagliani
Francisco Llaneza
Claudio Beiza
37
1
0
15 Mar 2024
Learning to Program Variational Quantum Circuits with Fast Weights
Samuel Yen-Chi Chen
30
13
0
27 Feb 2024
Quantum neural network with ensemble learning to mitigate barren plateaus and cost function concentration
Lucas Friedrich
Jonas Maziero
44
4
0
08 Feb 2024
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