Neuromorphic Computing papers, 2023–2026

Key findings

• Neuromorphic Computing went from 18 papers in 2023 to 35 in 2026, roughly 1.9x in three years.
• NeurIPS publishes the most Neuromorphic Computing work: 34 papers from 2023 to 2026, 37% of the four-venue total.
• The fastest-growing overlap is with Applications · neuroscience and cognitive science: papers tagged with both rose from 1 in 2023 to 12 in 2026.
• Among the 5 topics under Quantum and Exotic Computing, it ranks #1 by 2026 paper count; the fastest grower in the group, Optical Computing, is up 1.2x versus 1.9x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026Algebraic Machine Learning: learning as computing subsets of the subdirect decomposition from Abstract Algebra
• ICML 2026Equilibrium Propagation for Non-Conservative Systems
• ICLR 2026Beyond Linear Processing: Dendritic Bilinear Integration in Spiking Neural Networks
• CVPR 2026Reconstructing Spiking Neural Networks Using a Single Neuron with Autapses
• NeurIPS 2025Synergy Between the Strong and the Weak: Spiking Neural Networks are Inherently Self-Distillers
• ICML 2025Sorbet: A Neuromorphic Hardware-Compatible Transformer-Based Spiking Language Model
• ICLR 2025Quantized Spike-driven Transformer
• CVPR 2025Spiking Transformer with Spatial-Temporal Attention
• NeurIPS 2024LibAMM: Empirical Insights into Approximate Computing for Accelerating Matrix Multiplication
• ICML 2024Robust Stable Spiking Neural Networks
• ICLR 2024Hebbian Learning based Orthogonal Projection for Continual Learning of Spiking Neural Networks
• CVPR 2024DVMNet: Computing Relative Pose for Unseen Objects Beyond Hypotheses
• NeurIPS 2023Computing Approximate $\ell_p$ Sensitivities
• ICML 2023Dynamics-inspired Neuromorphic Visual Representation Learning
• ICLR 2023A Higher Precision Algorithm for Computing the $1$-Wasserstein Distance
• CVPR 2023Rate Gradient Approximation Attack Threats Deep Spiking Neural Networks
• NeurIPS 2026Computing All Optimal Partial $p$-Wasserstein Matchings on the Line
• ICML 2026Event2Vec: Processing neuromorphic events directly by representations in vector space
• ICLR 2026Breaking Gradient Temporal Collinearity for Robust Spiking Neural Networks
• CVPR 2026SDTrack A Baseline for Event-based Tracking via Spiking Neural Networks

All Neuromorphic Computing papers

22 papers, page 1 of 1

1. ICML 2026Equilibrium Propagation for Non-Conservative Systems
2. ICML 2026Event2Vec: Processing neuromorphic events directly by representations in vector space
3. ICML 2026LIF Recurrent Memory Enables Long-Horizon Spiking Computation
4. ICML 2026Randomized Advantage Transformation (RAT): Computing Natural Policy Gradients via Direct Backpropagation
5. ICML 2026Spik4lite: Refactoring Neuromorphic Sparsity for Efficient Spiking Neural Networks on Commodity Edge Devices
6. ICML 2026Temporal Weighted Encoding: Towards Maximal-Capacity Spike Coding for ANN–SNN Conversion
7. ICML 2026UltraLIF: Fully Differentiable Spiking Neural Networks via Ultradiscretization and Max-Plus Algebra
8. ICML 2026Zeroth-Order Forward-Only SNN Training Inspiring Neuromorphic On-Chip Learning
9. ICML 2025Computing Voting Rules with Improvement Feedback
10. ICML 2025Efficient ANN-SNN Conversion with Error Compensation Learning
11. ICML 2025Self-cross Feature based Spiking Neural Networks for Efficient Few-shot Learning
12. ICML 2025Sorbet: A Neuromorphic Hardware-Compatible Transformer-Based Spiking Language Model
13. ICML 2025Training High Performance Spiking Neural Network by Temporal Model Calibration
14. ICML 2025TS-SNN: Temporal Shift Module for Spiking Neural Networks
15. ICML 2024Reservoir Computing for Short High-Dimensional Time Series: an Application to SARS-CoV-2 Hospitalization Forecast
16. ICML 2024Robust Stable Spiking Neural Networks
17. ICML 2024Two Tales of Single-Phase Contrastive Hebbian Learning
18. ICML 2023Blossom: an Anytime Algorithm for Computing Optimal Decision Trees
19. ICML 2023Dynamics-inspired Neuromorphic Visual Representation Learning
20. ICML 2023HarsanyiNet: Computing Accurate Shapley Values in a Single Forward Propagation
21. ICML 2023On Computing Optimal Tree Ensembles
22. ICML 2023Surrogate Module Learning: Reduce the Gradient Error Accumulation in Training Spiking Neural Networks

FAQ

How many Neuromorphic Computing papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

92 in total: 18 in 2023, 19 in 2024, 20 in 2025, 35 in 2026.

How many Neuromorphic Computing papers are at NeurIPS 2026?

NeurIPS 2026 has 10 Neuromorphic Computing papers, versus 7 the year before.

How many Neuromorphic Computing papers are at ICLR 2026?

ICLR 2026 has 15 Neuromorphic Computing papers, versus 4 the year before.

How many Neuromorphic Computing papers are at ICML 2026?

ICML 2026 has 8 Neuromorphic Computing papers, versus 6 the year before.

How many Neuromorphic Computing papers are at CVPR 2026?

CVPR 2026 has 2 Neuromorphic Computing papers, versus 3 the year before.

Which conference publishes the most Neuromorphic Computing papers?

NeurIPS, with 34 papers from 2023 to 2026.