Leaderboards/Neural Networks and Reservoir Computing

Neural Networks and Reservoir Computing

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Shawn Yohanes Siew
Microsoft Research (United Kingdom)
2
Samuel Yen-Chi Chen
Wells Fargo (United States)
3
Xiao Mi
Google (United States)
4
Matteo Cucchi
Technische Universität Dresden
5
Tianqing Wan
Hong Kong Polytechnic University
6
Yitong Chen
Xidian University
7
Xiangpeng Liang
Tsinghua University
8
Xuhao Luo
Tongji University
9
See‐On Park
Korea Advanced Institute of Science and Technology
10
Steven A. Moses
National Institute of Standards and Technology

Rising Stars Papers

1
Physical reservoir computing with emerging electronics
Nature Electronics|2024
196 cit.
2
Stable quantum-correlated many-body states through engineered dissipation
Science|2024
89 cit.
3
Phase-change memory via a phase-changeable self-confined nano-filament
Nature|2024
68 cit.
4
Thermalization and criticality on an analogue–digital quantum simulator
Nature|2025
52 cit.
5
Federated Quantum Machine Learning with Differential Privacy
Unknown Journal|2024
33 cit.
6
Quantum Machine Learning Architecture Search via Deep Reinforcement Learning
Unknown Journal|2024
23 cit.
7
Federated Quantum-Train with Batched Parameter Generation
Unknown Journal|2024
22 cit.
8
Differentiable Quantum Architecture Search in Asynchronous Quantum Reinforcement Learning
Unknown Journal|2024
21 cit.
9
Learning to Program Variational Quantum Circuits with Fast Weights
Unknown Journal|2024
19 cit.
10
Efficient Quantum Recurrent Reinforcement Learning Via Quantum Reservoir Computing
Unknown Journal|2024
17 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Maik Stappers
University of Münster
2
Jianshi Tang
Tsinghua University
3
Jonathan Lavoie
Xanadu Quantum Technologies (Canada)
4
Huipeng Chen
Tan Kah Kee Innovation Laboratory
5
Daniel Brunner
Institute for Cross-Disciplinary Physics and Complex Systems
6
Yichen Shen
Zhejiang University
7
Patrick J. Coles
Los Alamos National Laboratory
8
Luca Pedrelli
University of Pisa
9
Ramona Wolf
Universität Innsbruck
10
Sumeet Walia
RMIT University

Emerging Leaders Papers

1
Quantum computational advantage with a programmable photonic processor
Nature|2022
1k cit.
2
Connecting Ansatz Expressibility to Gradient Magnitudes and Barren Plateaus
PRX Quantum|2022
582 cit.
3
Generalization in quantum machine learning from few training data
Nature Communications|2022
443 cit.
4
Variational Quantum Linear Solver
Quantum|2023
176 cit.
5
Trainability of Dissipative Perceptron-Based Quantum Neural Networks
Physical Review Letters|2022
170 cit.
6
Equivalence of quantum barren plateaus to cost concentration and narrow gorges
Quantum Science and Technology|2022
144 cit.
7
Variational quantum state eigensolver
npj Quantum Information|2022
142 cit.
8
Programmable ferroelectric bionic vision hardware with selective attention for high-precision image classification
Nature Communications|2022
126 cit.
9
Self-powered high-sensitivity all-in-one vertical tribo-transistor device for multi-sensing-memory-computing
Nature Communications|2022
122 cit.
10
High‐Contrast Bidirectional Optoelectronic Synapses based on 2D Molecular Crystal Heterojunctions for Motion Detection
Advanced Materials|2023
116 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Jeremy L. O’Brien
The University of Western Australia
2
G. J. Milburn
University of Sussex
3
Paul R. Prucnal
Princeton University
4
Ingo Fischer
Institute for Cross-Disciplinary Physics and Complex Systems
5
A. G. White
ARC Centre of Excellence for Engineered Quantum Systems
6
Aydogan Özcan
California NanoSystems Institute
7
Jian-Wei Pan
University of Science and Technology of China
8
Seth Lloyd
Massachusetts Institute of Technology
9
Marin Soljačić
Moscow Institute of Thermal Technology
10
P. Zoller
Austrian Academy of Sciences

Current Senior Leaders Papers

1
A scheme for efficient quantum computation with linear optics
Nature|2001
5.9k cit.
2
Wireless Power Transfer via Strongly Coupled Magnetic Resonances
Science|2007
5.5k cit.
3
A variational eigenvalue solver on a photonic quantum processor
Nature Communications|2014
4.6k cit.
4
Quantum machine learning
Nature|2017
4.4k cit.
5
Quantum Computations with Cold Trapped Ions
Physical Review Letters|1995
3.7k cit.
6
Gaussian quantum information
Reviews of Modern Physics|2012
3.7k cit.
7
Cold Bosonic Atoms in Optical Lattices
Physical Review Letters|1998
3.7k cit.
8
Long-distance quantum communication with atomic ensembles and linear optics
Nature|2001
3.6k cit.
9
Topological photonics
Nature Photonics|2014
3.6k cit.
10
Quantum computers
Nature|2010
3.5k cit.

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