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“记忆”妨碍我们对大脑的理解

已有 975 次阅读 2024-6-12 11:28 |系统分类:观点评述

“记忆”在脑科学研究中属于一个庞大的领域。与记忆研究相关的文献浩如烟海, 有的涉及记忆的不同内容:episodic memory, declaritive memory, implicit memory等等;有的涉及记忆的时长:long-term memory, short-term memory; 有的涉及不同物种上的记忆研究:人、猕猴、老鼠、果蝇;有的涉及记忆与感知觉、注意、思维、情绪等等方面的关系。

虽然每年都有很多人蜂拥而至地研究“记忆”,但是“记忆”本身并不适合用于理解大脑的工作原理。

“记忆”这个词原本是从行为表现或内省的方面体现出来的一种能力,与“自由意志”一样,都是我们对自己的一种粗浅认识,我们真正具备的能力,或许不能被称作“记忆”或“自由意志”,大脑中也未必能找到与这些概念相对应、且能明确分割出来的脑区。但我们显然很喜欢“记忆”,在最初进行计算机设计时,人们就认为计算机应该像人一样有专门的“记忆模块”,这衍生出了我们今天熟知的各种硬盘、内存条、当然还有显存等。而在脑科学领域,人们则相信真的存在着许多支持不同记忆类型的神经相关物,或许大多数从事脑科学研究的博士生都将“记忆”当成了一种“实体”,人们“追寻记忆的痕迹”,就像物理学家当初追寻“以太”的痕迹一样。

然而,我们真的需要“记忆”吗?我们真的有“记忆”吗?

我的观点是:我们的大脑并不存在所谓的“记忆系统”,如果有的话,那不过是“人为强求”的结果,是一种artifact。

我们先从一个简答的道理说起:设计人工神经网络需要考虑专门的记忆模块吗? 我相信大多数训练过神经网络的人都会说不需要。一个神经网络之所以能识别人脸,不是因为我们专门为它搭配了一个人脸数据库模块,而是因为我们通过大量训练为它的所有“连接”赋予了不同的权重,这使它获得了一种对照片信息进行加工的能力,而不是记忆能力,这种加工能力使它能告诉我们照片中出现的人是谁。所以,我们思考的起点不是“如何记住”,而是“如何加工”。

接下来我们考虑一些神经科学的例子。我们的视觉系统是一个层级系统,从V1到 IT皮层,加工的视觉信息,由简单精细到复杂概括,由具体到抽象,由个别到多个之间的关联。有不少人认为,这些皮层大多不具有记忆功能,直到信息传到海马体才开始被记忆。这种观点对大脑进行了强行切割,感觉加工的归感觉加工,记忆的归记忆,这使我们对大脑的理解被严重“人为化”和“碎片化”,不利于形成一种统一的、整体的、一致的理解。为了促进一种“整体理解”,我提倡放弃对“记忆”的执念,而是把视觉系统、海马体、前额叶等都看成一个统一的整体:他们在以相似的机制实现相似的目的。

如何以一个“整体的、大一统”的视角来理解大脑,是脑科学领域的大难题。我注意到国外有一些学者在朝这个方向思考,比如有的学者将海马体视作视觉皮层的延伸,这是一个很好的范例。这种思考虽然发不了CNS,但它能推动脑科学的转向。

【English Translation, By Kimi.ai】

"Memory" hinders our understanding of the brain.

Memory is a vast field in the study of brain science. The literature related to memory research is as vast as the sea, some of which involves different types of memory: episodic memory, declarative memory, implicit memory, and so on; some involve the duration of memory: long-term memory, short-term memory; some involve memory research on different species: humans, macaques, mice, fruit flies; some involve the relationship between memory and perception, attention, thinking, emotions, and so forth.

Although many people flock to study "memory" every year, "memory" itself is not suitable for understanding the working principles of the brain.

The term "memory" originally reflected a capability from the perspective of behavioral performance or introspection, just like "free will," both are a superficial understanding of ourselves. The capabilities we truly possess may not be called "memory" or "free will," and the brain may not have areas that correspond to these concepts and can be clearly separated. However, we obviously like "memory." When computers were first designed, people believed that computers should have a special "memory module" just like humans, which led to the various hard drives, memory sticks, and of course, video memory that we are familiar with today. In the field of brain science, people believe that there are many neural correlates that support different types of memory. Perhaps most doctoral students engaged in brain research regard "memory" as a kind of "entity," and people "pursue the traces of memory," just as physicists once pursued the traces of "ether."

However, do we really need "memory"? Do we really have "memory"?

My view is that there is no so-called "memory system" in our brain. If there is, it is the result of "artificial insistence" and is an artifact.

Let's start with a simple truth: Do you need to consider a special memory module when designing an artificial neural network? I believe most people who have trained neural networks would say no. The reason a neural network can recognize faces is not because we have specially equipped it with a face database module, but because we have given different weights to all its "connections" through a large amount of training, which has given it the ability to process photo information, not memory ability. This processing ability allows it to tell us who appears in the photo. Therefore, our starting point for thinking is not "how to remember," but "how to process."

Next, let's consider some examples from neuroscience. Our visual system is a hierarchical system, from V1 to the IT cortex, processing visual information from simple and fine to complex and general, from specific to abstract, and from individual to the association between multiple. Many people believe that these cortices do not have memory functions until the information is transmitted to the hippocampus and begins to be remembered. This view forcibly cuts the brain, feeling that processing belongs to processing, and memory belongs to memory, which seriously "artificializes" and "fragmentizes" our understanding of the brain, which is not conducive to forming a unified, holistic, and consistent understanding. To promote a "holistic understanding," I advocate giving up the obsession with "memory" and seeing the visual system, hippocampus, frontal lobe, etc., as a unified whole: they are achieving similar purposes with similar mechanisms.

How to understand the brain from a "holistic, unified" perspective is a major problem in the field of brain science. I have noticed that some scholars abroad are thinking in this direction, such as some scholars who regard the hippocampus as an extension of the visual cortex, which is a good example. Although this kind of thinking may not be published in CNS, it can promote a shift in brain science.



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