Neural Networks

Papers
(The H4-Index of Neural Networks is 49. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-02-01 to 2025-02-01.)
ArticleCitations
Computational reproductions of external force field adaption without assuming desired trajectories282
Self-supervised Learning for DNA sequences with circular dilated convolutional networks219
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach216
CreINNS: Credal-Set Interval neural networks for uncertainty estimation in classification tasks210
Analysis of medical images super-resolution via a wavelet pyramid recursive neural network constrained by wavelet energy entropy203
GeneWorker: An end-to-end robotic reinforcement learning approach with collaborative generator and worker networks179
A novel fractional-order memristive Hopfield neural network for traveling salesman problem and its FPGA implementation122
Progressive Neighbor-masked Contrastive Learning for Fusion-style Deep Multi-view Clustering113
Early stopping by correlating online indicators in neural networks112
Multi-view subspace clustering via adaptive graph learning and late fusion alignment110
FastGAE: Scalable graph autoencoders with stochastic subgraph decoding108
Multi-view Teacher–Student Network105
On the Kolmogorov neural networks101
Towards global neural network abstractions with locally-exact reconstruction93
Adaptive neural network asymptotic tracking control for nonstrict feedback stochastic nonlinear systems92
Filter pruning for convolutional neural networks in semantic image segmentation86
Spatial reconstructed local attention Res2Net with F0 subband for fake speech detection82
Finite-time cluster synchronization for complex dynamical networks under FDI attack: A periodic control approach80
Structure enhanced deep clustering network via a weighted neighbourhood auto-encoder80
CURRENT EVENTS73
Editorial Board73
Evolved explainable classifications for lymph node metastases70
Achieving efficient interpretability of reinforcement learning via policy distillation and selective input gradient regularization70
MV-SHIF: Multi-view symmetric hypothesis inference fusion network for emotion-cause pair extraction in documents68
Expressive power of ReLU and step networks under floating-point operations68
Adversarial infrared blocks: A multi-view black-box attack to thermal infrared detectors in physical world67
vEpiNet: A multimodal interictal epileptiform discharge detection method based on video and electroencephalogram data67
Neural Q-learning for discrete-time nonlinear zero-sum games with adjustable convergence rate66
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule64
A lightweight and gradient-stable neural layer64
Boosting adversarial robustness via self-paced adversarial training61
Announcement of the Neural Networks Best Paper Award61
Using top-down modulation to optimally balance shared versus separated task representations60
Spiking generative adversarial network with attention scoring decoding60
Towards efficient network compression via Few-Shot Slimming59
Smoothing inertial neurodynamic approach for sparse signal reconstruction via59
Neural feedback facilitates rough-to-fine information retrieval57
Adams-based hierarchical features fusion network for image dehazing57
Using source data to aid and build variational state–space autoencoders with sparse target data for process monitoring55
A surge of submissions55
Efficient spiking neural network design via neural architecture search54
Noncompact uniform universal approximation51
Advanced optimal tracking integrating a neural critic technique for asymmetric constrained zero-sum games51
Graph-based social relation inference with multi-level conditional attention51
Data-driven learning of chaotic dynamical systems using Discrete-Temporal Sobolev Networks51
Structure enhanced prototypical alignment for unsupervised cross-domain node classification50
Memristor-based spiking neural network with online reinforcement learning49
WDMNet: Modeling diverse variations of regional wind speed for multi-step predictions49
Adversarial Lagrangian integrated contrastive embedding for limited size datasets49
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