利用噪音作为计算和学习的资源在尖端神经网络中
Gehua Ma1, Rui Yan2, Huajin Tang1,3
1College of Computer Science and Technology, Zhejiang University, Hangzhou, PRC.
Patterns (New York, N.Y.)
|October 25, 2023
概括
这项研究引入了噪音尖端神经网络 (NSNN) 和基于噪音的学习 (NDL),以利用神经噪声来改进计算. 这一框架提高了人工智能和神经科学研究的性能和稳定性.
科学领域:
- 计算神经科学是一种神经科学.
- 人工智能的人工智能
- 机器学习 机器学习
背景情况:
- 尖端神经网络 (SNN) 对大脑启发的人工智能至关重要.
- 当前的SNN模型往往忽略了大脑内在的神经噪声.
- 确定性模型限制了对神经计算的理解.
研究的目的:
- 引入一个新的无噪声SNN (NSNN) 框架.
- 制定一个基于噪音的学习 (NDL) 规则.
- 利用噪音神经动态进行增强的计算.
主要方法:
- 将噪音神经元动态纳入SNN.
- 开发并应用了基于噪音的学习 (NDL) 规则.
- 对确定性SNNs进行评估的NSNN性能.
主要成果:
- NSNN展示了可扩展,灵活和可靠的计算和学习.
- 实现了竞争性表现和提高了对抗干扰的稳定性.
- 在神经编码中显示了概率计算的更好复制.
结论:
- NSNN为机器学习和神经形态智能提供了强大的工具.
- 通过采用神经噪声,NDL规则增强了SNN的能力.
- 这个框架通过建模现实的神经动力学来推进计算神经科学研究.
相关概念视频
Neural Circuits
1.3K
Neural circuits and neuronal pools are two of the main structures found in the nervous system. Neural circuits are networks of neurons that work together to carry out a specific task or process. They consist of interconnected neurons and glial cells, which provide structural and metabolic support.
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
1.3K
The Role of Ion Channels in Neuronal Computation
3.2K
A postsynaptic neuron usually receives numerous impulses from several other presynaptic neurons. The axon hillock of the postsynaptic neuron integrates all these signals and determines the likelihood of firing an action potential.
Sometimes a single EPSP is strong enough to induce an action potential in the postsynaptic neuron. However, multiple presynaptic inputs must often create EPSPs around the same time for the postsynaptic neuron to be sufficiently depolarized to fire an action potential....
Sometimes a single EPSP is strong enough to induce an action potential in the postsynaptic neuron. However, multiple presynaptic inputs must often create EPSPs around the same time for the postsynaptic neuron to be sufficiently depolarized to fire an action potential....
3.2K
Neural Regulation
39.5K
Digestion begins with a cephalic phase that prepares the digestive system to receive food. When our brain processes visual or olfactory information about food, it triggers impulses in the cranial nerves innervating the salivary glands and stomach to prepare for food.
39.5K
Neuronal Communication
976
Neurons, the fundamental units of the brain and nervous system, communicate through complex electrochemical signals that underpin all cognitive and bodily functions. This communication is primarily facilitated by a process involving the generation and propagation of an action potential along the axon of the neuron. When the internal electrical charge of a neuron surpasses a certain threshold, an action potential is triggered. This rapid change in voltage travels swiftly along the axon to the...
976


