A Complete Pipeline for deploying SNNs with Synaptic Delays on Loihi 2
Fuente:
arXiv
Saved in:
| Main Authors: | Mészáros, Balázs, Knight, James C., Timcheck, Jonathan, Nowotny, Thomas |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Learning Delays Through Gradients and Structure: Emergence of Spatiotemporal Patterns in Spiking Neural Networks
by: Mészáros, Balázs, et al.
Published: (2024)
by: Mészáros, Balázs, et al.
Published: (2024)
Efficient Event-based Delay Learning in Spiking Neural Networks
by: Mészáros, Balázs, et al.
Published: (2025)
by: Mészáros, Balázs, et al.
Published: (2025)
Space as Time Through Neuron Position Learning
by: Mészáros, Balázs, et al.
Published: (2025)
by: Mészáros, Balázs, et al.
Published: (2025)
Eventprop training for efficient neuromorphic applications
by: Shoesmith, Thomas, et al.
Published: (2025)
by: Shoesmith, Thomas, et al.
Published: (2025)
A Compute and Communication Runtime Model for Loihi 2
by: Timcheck, Jonathan, et al.
Published: (2026)
by: Timcheck, Jonathan, et al.
Published: (2026)
Accelerating Linear Recurrent Neural Networks for the Edge with Unstructured Sparsity
by: Pierro, Alessandro, et al.
Published: (2025)
by: Pierro, Alessandro, et al.
Published: (2025)
A flexible framework for structural plasticity in GPU-accelerated sparse spiking neural networks
by: Knight, James C., et al.
Published: (2025)
by: Knight, James C., et al.
Published: (2025)
Spyx: A Library for Just-In-Time Compiled Optimization of Spiking Neural Networks
by: Heckel, Kade M., et al.
Published: (2024)
by: Heckel, Kade M., et al.
Published: (2024)
Transductive Spiking Graph Neural Networks for Loihi
by: Snyder, Shay, et al.
Published: (2024)
by: Snyder, Shay, et al.
Published: (2024)
FeNN-DMA: A RISC-V SoC for SNN acceleration
by: Aizaz, Zainab, et al.
Published: (2025)
by: Aizaz, Zainab, et al.
Published: (2025)
FeNN: A RISC-V vector processor for Spiking Neural Network acceleration
by: Aizaz, Zainab, et al.
Published: (2025)
by: Aizaz, Zainab, et al.
Published: (2025)
Temporal Spiking Neural Networks with Synaptic Delay for Graph Reasoning
by: Xiao, Mingqing, et al.
Published: (2024)
by: Xiao, Mingqing, et al.
Published: (2024)
Sparse Axonal and Dendritic Delays Enable Competitive SNNs for Keyword Classification
by: Bouhadjar, Younes, et al.
Published: (2026)
by: Bouhadjar, Younes, et al.
Published: (2026)
Extending Spike-Timing Dependent Plasticity to Learning Synaptic Delays
by: Dominijanni, Marissa, et al.
Published: (2025)
by: Dominijanni, Marissa, et al.
Published: (2025)
Effects of Introducing Synaptic Scaling on Spiking Neural Network Learning
by: Touda, Shinnosuke, et al.
Published: (2026)
by: Touda, Shinnosuke, et al.
Published: (2026)
Neuromorphic Principles for Efficient Large Language Models on Intel Loihi 2
by: Abreu, Steven, et al.
Published: (2025)
by: Abreu, Steven, et al.
Published: (2025)
Synaptic Weight Distributions Depend on the Geometry of Plasticity
by: Pogodin, Roman, et al.
Published: (2023)
by: Pogodin, Roman, et al.
Published: (2023)
Spiking Synaptic Penalty: Appropriate Penalty Term for Energy-Efficient Spiking Neural Networks
by: Suetake, Kazuma, et al.
Published: (2023)
by: Suetake, Kazuma, et al.
Published: (2023)
Synaptic Modulation using Interspike Intervals Increases Energy Efficiency of Spiking Neural Networks
by: Adams, Dylan, et al.
Published: (2024)
by: Adams, Dylan, et al.
Published: (2024)
Enhancing Adversarial Robustness in SNNs with Sparse Gradients
by: Liu, Yujia, et al.
Published: (2024)
by: Liu, Yujia, et al.
Published: (2024)
A Diagonal Structured State Space Model on Loihi 2 for Efficient Streaming Sequence Processing
by: Meyer, Svea Marie, et al.
Published: (2024)
by: Meyer, Svea Marie, et al.
Published: (2024)
Sigma-Delta Neural Network Conversion on Loihi 2
by: Brehove, Matthew, et al.
Published: (2025)
by: Brehove, Matthew, et al.
Published: (2025)
Prospective Messaging: Learning in Networks with Communication Delays
by: Fayyazi, Ryan, et al.
Published: (2024)
by: Fayyazi, Ryan, et al.
Published: (2024)
Delay Embedding Theory of Neural Sequence Models
by: Ostrow, Mitchell, et al.
Published: (2024)
by: Ostrow, Mitchell, et al.
Published: (2024)
Combining SNNs with Filtering for Efficient Neural Decoding in Implantable Brain-Machine Interfaces
by: Zhou, Biyan, et al.
Published: (2023)
by: Zhou, Biyan, et al.
Published: (2023)
Learning efficient backprojections across cortical hierarchies in real time
by: Max, Kevin, et al.
Published: (2022)
by: Max, Kevin, et al.
Published: (2022)
Identifying Easy Instances to Improve Efficiency of ML Pipelines for Algorithm-Selection
by: Renau, Quentin, et al.
Published: (2024)
by: Renau, Quentin, et al.
Published: (2024)
Gated Recurrent Neural Networks with Weighted Time-Delay Feedback
by: Erichson, N. Benjamin, et al.
Published: (2022)
by: Erichson, N. Benjamin, et al.
Published: (2022)
Neural architectures for resolving references in program code
by: Szalay, Gergő, et al.
Published: (2026)
by: Szalay, Gergő, et al.
Published: (2026)
Scaling SNNs Trained Using Equilibrium Propagation to Convolutional Architectures
by: Lin, Jiaqi, et al.
Published: (2024)
by: Lin, Jiaqi, et al.
Published: (2024)
A Truly Sparse and General Implementation of Gradient-Based Synaptic Plasticity
by: Lohoff, Jamie, et al.
Published: (2025)
by: Lohoff, Jamie, et al.
Published: (2025)
A Theory of Synaptic Neural Balance: From Local to Global Order
by: Baldi, Pierre, et al.
Published: (2024)
by: Baldi, Pierre, et al.
Published: (2024)
Delay Neural Networks (DeNN) for exploiting temporal information in event-based datasets
by: Gattepaille, Alban, et al.
Published: (2025)
by: Gattepaille, Alban, et al.
Published: (2025)
Evolutionary Mapping of Neural Networks to Spatial Accelerators
by: Pierro, Alessandro, et al.
Published: (2026)
by: Pierro, Alessandro, et al.
Published: (2026)
SpikingGamma: Surrogate-Gradient Free and Temporally Precise Online Training of Spiking Neural Networks with Smoothed Delays
by: Koopman, Roel, et al.
Published: (2026)
by: Koopman, Roel, et al.
Published: (2026)
Towards Efficient Deployment of Hybrid SNNs on Neuromorphic and Edge AI Hardware
by: Seekings, James, et al.
Published: (2024)
by: Seekings, James, et al.
Published: (2024)
Synaptic Activation and Dual Liquid Dynamics for Interpretable Bio-Inspired Models
by: Farsang, Mónika, et al.
Published: (2026)
by: Farsang, Mónika, et al.
Published: (2026)
The Evolution of Learning Algorithms for Artificial Neural Networks
by: Baxter, Jonathan
Published: (2025)
by: Baxter, Jonathan
Published: (2025)
Online Continual Learning on Intel Loihi 2 via a Co-designed Spiking Neural Network
by: Hajizada, Elvin, et al.
Published: (2025)
by: Hajizada, Elvin, et al.
Published: (2025)
Dynamic Design of Machine Learning Pipelines via Metalearning
by: Alcobaça, Edesio, et al.
Published: (2025)
by: Alcobaça, Edesio, et al.
Published: (2025)
Similar Items
-
Learning Delays Through Gradients and Structure: Emergence of Spatiotemporal Patterns in Spiking Neural Networks
by: Mészáros, Balázs, et al.
Published: (2024) -
Efficient Event-based Delay Learning in Spiking Neural Networks
by: Mészáros, Balázs, et al.
Published: (2025) -
Space as Time Through Neuron Position Learning
by: Mészáros, Balázs, et al.
Published: (2025) -
Eventprop training for efficient neuromorphic applications
by: Shoesmith, Thomas, et al.
Published: (2025) -
A Compute and Communication Runtime Model for Loihi 2
by: Timcheck, Jonathan, et al.
Published: (2026)