在皮层电路中实时学习的神经元最小作用原理
Walter Senn1, Dominik Dold1,2,3, Akos F Kungl1,2
1Department of Physiology, University of Bern, Bern, Switzerland.
eLife
|December 20, 2024
概括
我们为大脑计算提出了一个神经元最小作用原理,神经元可以实时最小化错误. 这个框架解释了大脑如何处理感官信息以产生即时的行为反应.
科学领域:
- 神经科学是一个神经科学.
- 计算神经科学是一种神经科学.
- 物理 物理学 物理
背景情况:
- 作用最小的原理是物理学的基本原理.
- 对行为输出的感觉流的实时处理对于生存至关重要.
- 了解大脑的计算原理仍然是一个重大挑战.
研究的目的:
- 为皮层处理引入神经元最小作用原理.
- 解释神经元如何将错误最小化为实时行为输出.
- 为神经元和突触规律提供一个公理框架.
主要方法:
- 假设皮质金字塔神经元的电压动力学可以最大限度地降低体质-质不匹配误差.
- 建议输出和深度网络神经元的错误最小化,以克服延迟和纠正错误.
- 描述通过皮质微电路在顶端树突中提取错误.
- 整合在线突触可塑性以减少错误和梯度下降.
主要成果:
- 神经元最小作用原理可预见地将单个神经元内的局部错误最小化.
- 输出神经元最大限度地减少即时的行为错误,而深度网络神经元则会前性地发射.
- 该框架集成了传感输入,电机输出和反,用于实时计算.
- 在线突触可塑性使得输出成本上的梯度下降成为可能.
结论:
- 神经元最小作用原理为大脑计算提供了一个统一的框架.
- 它为推导全球实时学习的局部神经元和突触规律提供了基础.
- 这个原理对理解感官运动转换和神经计算有影响.
相关概念视频
Action Potential
7.8K
Neurons communicate by firing action potentials—the electrochemical signal that is propagated along the axon. The signal results in the release of neurotransmitters at axon terminals, thereby transmitting information to the nervous system. An action potential is a specific "all-or-none" change in membrane potential that results in a rapid spike in voltage.
Membrane potential in neurons
Neurons typically have a resting membrane potential of about -70 millivolts (mV). When they...
Membrane potential in neurons
Neurons typically have a resting membrane potential of about -70 millivolts (mV). When they...
7.8K
Action Potentials
128.8K
Overview
128.8K
The Role of Ion Channels in Neuronal Computation
3.1K
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....
3.1K
Long-term Potentiation
54.8K
Long-term potentiation, or LTP, is one of the ways by which synaptic plasticity—changes in the strength of chemical synapses—can occur in the brain. LTP is the process of synaptic strengthening that occurs over time between pre- and postsynaptic neuronal connections. The synaptic strengthening of LTP works in opposition to the synaptic weakening of long-term depression (LTD) and together are the main mechanisms that underlie learning and memory.
54.8K
Neural Circuits
1.0K
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...
1.0K
Propagation of Action Potentials
5.2K
The propagation of an action potential refers to the process by which a nerve impulse, or "action potential," travels along a neuron.
Neurons (nerve cells) have a resting membrane potential, with a slightly negative charge inside compared to outside. This is maintained by ion channels, such as sodium (Na+) and potassium (K+) channels, which control the flow of ions. When a stimulus, like a touch or a signal from another neuron, triggers the neuron, sodium channels open, allowing sodium ions to...
Neurons (nerve cells) have a resting membrane potential, with a slightly negative charge inside compared to outside. This is maintained by ion channels, such as sodium (Na+) and potassium (K+) channels, which control the flow of ions. When a stimulus, like a touch or a signal from another neuron, triggers the neuron, sodium channels open, allowing sodium ions to...
5.2K


