A Java-based Spiking Neural Network (SNN) simulation and training tool, aimed at advancing the development and experimentation of SNNs on standard computer hardware.
Welcome to jSNN, a project dedicated to making spiking neural networks more accessible and efficient for researchers, developers, and enthusiasts. Our goal is to provide a flexible, performant, and extensible framework to simulate and train SNNs using Java, with the option to leverage native C++ modules for critical performance optimizations.
Spiking Neural Networks represent a more biologically plausible form of neural computation compared to traditional artificial neural networks, potentially enabling breakthroughs in energy-efficient AI, neuromorphic computing, and real-time processing.
- Event-driven spiking neuron models supporting customizable neuron dynamics (planned)
- Flexible synapse models with plasticity and learning rules (planned)
- Efficient simulation using hybrid Java and native C++ components (planned)
- Support for building layered networks and custom topologies (planned)
- Training algorithms including reward-modulated learning and spike-timing-dependent plasticity (STDP) (planned)
- Integration-ready for robotics, vision, and sensory data processing applications (planned)
- Visualization support for network structure and activity (planned)
- Clone the repository:
git clone https://github.com/yourusername/jSNN.git
- Cross fingers and hit run
This roadmap outlines planned milestones for jSNN. The timeline may evolve based on feedback and testing.
| Version | Goals and Features | Status |
|---|---|---|
| 0.1.0 | Core application and 3d simulator | ✅ In progress |
| 0.2.0 | Core neuron and synapse models implemented | ⏳ Planned |
| 0.3.0 | Basic network construction via simulation engine | ⏳ Planned |
| 0.4.0 | Native C++ integration for critical performance paths | ⏳ Planned |
| 0.5.0 | Initial training strategies: STDP, reward learning | ⏳ Planned |
| 0.6.0 | Graphical network viewer with basic 3D structure output | ⏳ Planned |
| 0.7.0 | Network importer / exporter | ⏳ Planned |
| 1.0.0 | Stable release with examples and full documentation | ⏳ Future |
If you find jSNN cool or want to support its continued development, consider sponsoring:
Your support helps fund further development, optimization, and features, as I am a solo developer doing this for the love of the game.