Multi-Depth Temporal Fusion for Feedforward, Locally Trained Spiking Neural Networks

arXiv:2609.37047 · cs.NE, cs.CV, cs.LG · Submitted 2026-09-29 · Read on arXiv

cs.NE, cs.CV, cs.LG

Submitted: 2026-09-29

Updated: 2026-09-30

Comments: 22 pages. Submitted to Neurocomputing. Code available at https://github.com/aidinattar/multi-depth-temporal-fusion-snn

Code: https://github.com/aidinattar/multi-depth-temporal-fusion-snn

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 42× in this paper · explained in 1 episode
• Multi-Depth Temporal Fusion — 30× in this paper
• Calibration — 11× in this paper · explained in 7 episodes
• Ablation — 9× in this paper · explained in 1 episode
• Benchmark — 5× in this paper · explained in 2 episodes
• Adaptation — 4× in this paper · explained in 1 episode
• Aggregation — 4× in this paper · explained in 1 episode
• Computational Biology — 3× in this paper · explained in 2 episodes
• Core — 3× in this paper · explained in 2 episodes
• Ablation study — 2× in this paper · explained in 1 episode
• Redundancy — 2× in this paper · explained in 2 episodes
• Representation Learning — 2× in this paper · explained in 2 episodes
• Sparsity — 2× in this paper · explained in 4 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Active Regions — 1× in this paper · explained in 1 episode
• Conference on Computer Vision and Pattern Recognition — 1× in this paper
• Convolutional Neural Networks (CNNs) — 1× in this paper · explained in 2 episodes
• Credit assignment — 1× in this paper · explained in 3 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Gradient Flow — 1× in this paper · explained in 2 episodes
• Online Adaptation — 1× in this paper · explained in 3 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Temporal Correlations — 1× in this paper · explained in 2 episodes

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