New York, May 14: In an era of Machine Learning (ML)-enabled hacking, in which Artificial Intelligence (AI) technology is trained to "learn" and model inputs and outputs, a new chip-based technology termed as a "black box" can thwart hackers' plans, say researchers.
According to Computer Science Professor Dmitri Strukov from the University of California-Santa Barbara, he and his team were looking to put an extra layer of security on devices.
The result is a chip that deploys "ionic memristor" technology.
Key to this technology is the memristor, or memory resistor -- an electrical resistance switch that can "remember" its state of resistance based on its history of applied voltage and current.
A circuit made of memristors results in a "black box" of sorts, as Strukov called it, with outputs extremely difficult to predict based on the inputs.
"You can think of it as a black box. Due to its nature, the chip is physically unclonable and can, thus, render the device invulnerable to hijacking, counterfeiting or replication by cyber-criminals," said Strukov in a paper which appeared in the journal Nature Electronics.
With ML, an attacker doesn't even need to know what exactly is occurring as the computer is trained on a series of inputs and outputs of a system.
"For instance, if you have 2 million outputs and the attacker sees 10,000 or 20,000 of these outputs, he can, based on that, train a model that can copy the system afterwards," said Hussein Nili, the paper's lead author.
The "memristive black box" can circumvent this method of attack because it makes the relationship between inputs and outputs look random enough to the outside world even as the circuits' internal mechanisms are repeatable enough to be reliable.
"If we scale it a little bit further, it's going to be hardware which could be, in many metrics, the state-of-the-art," Strukov noted.
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Chikkaballapura (PTI): A 34-year-old Yoga teacher faked her death using breathing techniques and saved herself after allegedly being assaulted, strangled and then buried by a group of people who assumed she was dead, police said on Friday.
Five people, including a woman identified as Bindu and her friend named Satish Reddy who runs a detective agency in Bengaluru, have been arrested in connection with the incident, they said.
"Bindu suspected her husband of having an affair with the Yoga teacher and asked Reddy to keep a tab on the woman and her proximity to him. As part of the plan, Reddy allegedly befriended the victim some three months ago on the pretext of taking Yoga classes from her and during this period, he managed to gain her confidence," a police official said.
In her complaint, the victim alleged that on the pretext of showing some places around the city on October 23, he came to her house near Dibburahalli and took her in a car in which three other men were also present.
She alleged that they took her to a secluded spot on the outskirts of the city and allegedly stripped and assaulted her.
According to her, she was thrashed, threatened and strangled using a cable. She claimed that she played along, pretended to be unconscious and faked her death using breathing techniques.
"Assuming the woman died, the accused allegedly dug a pit and covered her body with thin layers of soil because they were in a hurry and feared to be caught. But before leaving, they took away all her gold jewellery," a senior police officer said.
She claimed that she later managed to wriggle out of the pit and with the help of some villagers, got clothes and managed to reach the police station to file a complaint, he said.
The woman was sent for a medical examination as per procedure and admitted to a hospital.
"Based on the complaint, we registered a case under sections of kidnapping, attempt to murder and other appropriate sections of the Bharatiya Nyaya Sanhita. Based on the investigation, we arrested five people, including Reddy and Bindu, on November 6," the officer said.
The vehicle in which the victim was kidnapped was allegedly stolen from Bengaluru, police said, adding, the victim's jewellery has also been recovered with the arrests.
"We are trying to verify all the claims made by the victim. There were also some online money transactions between Bindu and the associates and we are investigating the money trail also," he added.