Latest Research in Neuromorphic Hardware Computing

Top Research Topics in Neuromorphic Hardware Computing

• Advanced Memory and Neural Computing — 37 papers
• Neural Networks and Reservoir Computing — 27 papers
• Neural dynamics and brain function — 20 papers
• Neural and Evolutionary Computing — 17 papers
• Neurons and Cognition — 17 papers
• Hardware Architecture — 16 papers
• Machine Learning — 12 papers
• Ferroelectric and Negative Capacitance Devices — 10 papers
• Computer Vision and Pattern Recognition — 9 papers
• Disordered Systems and Neural Networks — 8 papers

Highest-Cited Papers

1. Few-shot neuromorphic vision in a nonlinear photonic network laser (2 citations)
2. A spiking neural network-in-logic architecture based on reconfigurable molybdenum disulfide dual-gate transistors with ferroelectric gating (1 citations)
3. Biomimetic Spiking Neural Graph Dynamics: Neuromorphic Memory Consolidation and Neurotransmitter Modulation in Autonomous Cognitive Operating Systems
4. Biomimetic Spiking Neural Graph Dynamics: Neuromorphic Memory Consolidation and Neurotransmitter Modulation in Autonomous Cognitive Operating Systems
5. Federated Learning with Spiking Neural Networks: A Lightweight and Privacy-Preserving Framework for Edge Intelligence
6. CARD: A Configurable Approximate Restoring Divider for Image Processing Applications
7. Federated Learning with Spiking Neural Networks: A Lightweight and Privacy-Preserving Framework for Edge Intelligence
8. Shallow recurrent decoders for neural and behavioural dynamics
9. Increased firing rates monotonically expand neuronal coding bandwidth
10. Computational Primes: A Systematic Framework for Partitioning Neural Network Computation Across Analog and Digital Domains
11. Mathematical Neuroscience of Neuronal Excitability Spectral Stability, Critical Slowing, and Nonlinear Transitions in the Hodgkin–Huxley Model
12. Computational Primes: A Systematic Framework for Partitioning Neural Network Computation Across Analog and Digital Domains
13. Mathematical Neuroscience of Neuronal Excitability Spectral Stability, Critical Slowing, and Nonlinear Transitions in the Hodgkin–Huxley Model
14. Mathematical Neuroscience of Neuronal Excitability Spectral Stability, Critical Slowing, and Nonlinear Transitions in the Hodgkin–Huxley Model
15. Mathematical Neuroscience of Neuronal Excitability Spectral Stability, Critical Slowing, and Nonlinear Transitions in the Hodgkin–Huxley Model
16. Energy-efficient approximate multipliers and adders for multimedia computing applications: Design and evaluation of novel optimized arithmetic circuits with enhanced accuracy
17. High-frequency Multispeculative Multiply-Accumulation Unit for Fused Posit Arithmetic
18. Score-based diffusion models for severely ill-posed problems in diffuse optical tomography
19. Position Paper: Neurotransmitters as a Missing Dimension in Artificial Neural Networks
20. organoid-oi v4: Reflexive Word-Length Sentence Assembly — Design, Verification, and Real-Hardware Test Results

Sub-Regions

• Neural Networks and Reservoir Computing — 110 papers
• Advanced Memory and Neural Computing — 47 papers
• Neural and Evolutionary Computing — 41 papers
• Hardware Architecture — 31 papers
• Machine Learning — 20 papers
• Neurons and Cognition — 16 papers