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AI psychic model successfully decodes brain information with an accuracy of 82%

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2023-05-08 08:58:07851browse

Geoffrey Hinton, the father of neural networks, has resigned from Google, saying he regrets his life's work.

Now it seems that his fear of AI is not unreasonable.

Because, a ChatGPT-like model has learned to read minds, with an accuracy rate as high as 82%!

Researchers from the University of Texas at Austin have developed a GPT-based language decoder.

It can collect brain activity information through non-invasive MRI/fMRI and convert thoughts into language.

AI psychic model successfully decodes brain information with an accuracy of 82%

##Paper address: https://www.nature.com/articles/s41593-023-01304-9

Shockingly, your brain's decoder can read your thoughts while you're watching a Pixar silent movie.

This ChatGPT-like model decodes human thoughts with unprecedented accuracy, opening up new potential for brain imaging and raising concerns about privacy.

As soon as the study came out, it caused an uproar on the Internet. Netizens exclaimed, it’s too scary.

AI psychic model successfully decodes brain information with an accuracy of 82%

We are one step closer to the true Thought Police.

AI psychic model successfully decodes brain information with an accuracy of 82%

GPT reads minds with an accuracy of 82%

So, this terrifying brain decoder How is "mind reading" achieved?

Here, we have to mention functional magnetic resonance imaging (fMRI) technology, which can obtain images of dynamic changes in the brain by monitoring blood oxygen levels in different parts of the cerebral cortex.

So just by analyzing the fMRI data, the stories or even images in the brains of the participants can be described in words in a non-invasive way.

AI psychic model successfully decodes brain information with an accuracy of 82%

Brain activity is like an encrypted signal, and large pre-trained language models provide the ability to decipher way.

Here, researchers trained a neural network language model based on GPT-1.

Alexander Huth asked three subjects to listen to voice podcasts for 16 hours continuously and collected fMRI data while they listened.

These language podcasts are mainly talk shows and TED talks, such as Modern Love from the New York Times.

AI psychic model successfully decodes brain information with an accuracy of 82%

The researchers next used large language models to translate the participants' fMRI data sets into words and phrases.

Then the brain activity of the participants listening to the new recording is then tested. By observing how close the translated text is to the text heard by the participants, you can know whether the decoder is accurate.

By comparing the sentences heard by people (left) and the sentences output by the decoder based on brain activity (right), it can be found that the blue and purple parts account for the vast majority, and blue represents Completely consistent, purple means the general idea is accurate.

AI psychic model successfully decodes brain information with an accuracy of 82%

Although almost every word does not have a one-to-one correspondence, the meaning of the entire sentence is retained, which means that the decoder is "interpreting" the signal to the brain.

For example, in the last sentence, the subject heard "I haven't gotten my driver's license yet", and the answer given by the decoder was "She's not ready to start learning to drive yet."

As researchers claim, artificial intelligence cannot translate thoughts into exact words or sentences, but rewrites them.

The subjects were then asked to quietly construct a story in their minds and then retell it out loud to see the difference between the retelling version and the decoder-translated version.

AI psychic model successfully decodes brain information with an accuracy of 82%

It can be seen that the overlap of meanings is still very high.

Finally, the subjects watched an animated movie that had no sound, but by analyzing their brain activity, the decoder was able to get a summary of what they were watching.

AI psychic model successfully decodes brain information with an accuracy of 82%

#Experimental results found that the GPT model generates understandable word sequences from perceived speech, imagined speech, and even silent videos, with impressive accuracy Marvel.

The specific accuracy rate is as follows:

Perceived speech (subject listens to the recording): 72-82%

Imaginary language (subjects mentally tell a one-minute story): 41-74%

Silent movies (subjects watch Pixar silent film clips): 21-45%

AI psychic model successfully decodes brain information with an accuracy of 82%

Speech perception is an externally driven process, says MIT neuroscientist Greta Tuckute , and imagination is an active internal process, and internal brain activities can be displayed before our eyes through large-scale language models.

Can we now read information from the brain? Yes, to a certain extent.

AI psychic model successfully decodes brain information with an accuracy of 82%

This decoder may one day be used to help people who have lost the ability to speak, or to investigate mental health situation people.

mental privacy, gone

However, the prospect of decoding the human mind also raises questions about mental privacy.

AI psychic model successfully decodes brain information with an accuracy of 82%

Dr. Huth pointed out that this method of language decoding has certain limitations.

Because fMRI scanners are bulky and expensive, and training models is a long and tedious process, that is, each person must be trained individually.

The team conducted an additional study using decoders trained on data from other subjects to decode the thoughts of new subjects.

AI psychic model successfully decodes brain information with an accuracy of 82%

The study found that the performance of decoders trained using different subject data was almost unsatisfactory.

In short, only by using data recorded by the subjects’ own brains to train the AI ​​model will its accuracy be very high.

This suggests that each brain has a unique way of representing meaning.

AI psychic model successfully decodes brain information with an accuracy of 82%

Additionally, participants were able to block their inner monologue and escape the decoder by thinking about other things. Like counting to seven, listing farm animals, or telling a completely different story.

In other words, if this decoder wants to obtain accurate results, it must require the cooperation of volunteers.

However, scientists acknowledge that future decoders may overcome these limitations and could be misused in the future, as with lie detectors.

A brave new world is coming, for these and other unforeseen reasons, the researchers concluded.

Raising awareness of the risks of brain-decoding technology and developing policies that protect everyone’s mental privacy is critical.

There is a scene in "Black Mirror" where an insurance agent uses a machine (equipped with visual monitors and brain sensors) to read people's memories to investigate a case. Accidental death.

AI psychic model successfully decodes brain information with an accuracy of 82%

However, that future may be now.

This breakthrough by researchers at the University of Texas directly promotes potential applications in the fields of neuroscience, communications, and human-computer interaction.

AI psychic model successfully decodes brain information with an accuracy of 82%

Although the "brain decoder" is still in the early stages of research, it may one day be used to record people's dreams, and provide impetus for the further development of brain-computer interfaces.

Dr. Alexander Huth, the neuroscientist who led the study, said: "We were shocked by how this works. I'd been working on this for 15 years... so I was shocked and excited when it finally worked.

It seems that we are one step closer to the brain scanning technology of Professor X Charles in "X-Men".

AI psychic model successfully decodes brain information with an accuracy of 82%

Netizen: AI Psychic

After reading this study, many people instantly "Brain blast". Some netizens said that

artificial intelligence can not only communicate 10,000 times faster than us, but can now even read our thoughts. There's a fine line between "This is cool" and "Wait, are we going to be eliminated?"

AI psychic model successfully decodes brain information with an accuracy of 82%

AI can now read minds like a psychic. "Keep in mind", this is only version 1.0. In the future, privacy will no longer be on our minds. The World Economic Forum’s The Fourth Industrial Revolution makes this very clear.

AI psychic model successfully decodes brain information with an accuracy of 82%

##This is the first time continuous language has been reconstructed from human brain activity in a non-invasive way!

AI psychic model successfully decodes brain information with an accuracy of 82%

Regarding this research, bioethicist Rodriguez-Arias Vailhen said that so far, the human brain has been the guardian of our privacy.

"This discovery may be the first step in sacrificing this freedom in the future."

AI psychic model successfully decodes brain information with an accuracy of 82%

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