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Judges must now consult the AI on every case by law, Beijing’s Supreme Court said in an update on the system published this week, and if they go against its recommendation they must submit a written explanation for why.
The AI has also been connected to police databases and China’s Orwellian social credit system, handing it the power to punish people — for example by automatically putting a thief’s property up for sale online.
Beijing has hailed the new technology for making ‘a significant contribution to the judicial advancement of human civilisation’ — while critics say it risks creating a world in which man is ruled by machine.
A DeepMind research group conducted a comprehensive generalization study on neural network architectures in the paper ‘Neural Networks and the Chomsky Hierarchy’, which investigates whether insights from the theory of computation and the Chomsky hierarchy can predict the actual limitations of neural network generalization.
While we understand that developing powerful machine learning models requires an accurate generalization to out-of-distribution inputs. However, how and why neural networks can generalize on algorithmic sequence prediction tasks is unclear.
The research group performed a thorough generalization study on more than 2000 individual models spread across 16 tasks of cutting-edge neural network architectures and memory-augmented neural networks on a battery of sequence-prediction tasks encompassing all tiers of the Chomsky hierarchy that can be evaluated practically with finite-time computation.
Scientists have found three new examples of a very exotic form of matter made of quarks. They can yield insights into the early Universe.
View insights.
We’re proud to be a platinum sponsor of ICML, the annual conference on machine learning. Learn about Amazon’s presence at the conference, accepted publications,… See more.
The International Conference on Machine Learning (ICML) is the premier gathering of professionals dedicated to the advancement of the branch of artificial intelligence known as machine learning. The conference is globally renowned for presenting and publishing cutting-edge research on all aspects of machine learning used in closely related areas like artificial intelligence, statistics and data science, as well as important application areas such as machine vision, computational biology, speech recognition, and robotics.
Mobile security firm Lookout has a new list of the 20 passwords most commonly found in leaked account information on the dark web. Some are surprisingly easy to guess.
“Harms in early life can take many forms, and can lead to health consequences many years down the road. What our study shows is that these consequences manifest as perturbations to multiple biological systems, which can be measured from biomarkers in blood.”…
Individuals exposed to adverse childhood experiences tend to be biologically older than their counterparts, according to new research published in the scientific journal Psychoneuroendocrinology.
Adverse childhood experiences refer to a set of potentially traumatic events that occur before adulthood. These experiences include various forms of abuse and neglect, witnessing intimate partner violence, parental death or serious illness, parental divorce or separation, and psychiatric illness of a family member. Biological aging, on the other hand, refers to the accumulation of damage and loss of function to cells, tissues and organs.
Last week New York City was host to the Indoor AgTech Innovation Summit, an event which drew 600 attendees, featured 90 speakers and included representatives from 42 countries. For a sector with some history of hyperbole about its role in feeding the world, the presentations and discussions during this event featured an overall balance of optimism and pragmatism. Many different kinds of “indoor” facilities were being considered at this meeting ranging from basic greenhouses all the way to multi-level “vertical farms” of the type pictured above. Industry players prefer to call their sector “controlled environment agriculture” or CEA. That is in contrast to mainstream agriculture which has the advantage of free solar energy and rainfall, but which must also deal with all the variables associated with weather and the limitations determined by geography.
The origins of CEA stretch at least as far the 17th and 18th century when “orangeries” in France were used in the winter to protect citrus trees grown in pots. For the last eight decades the Dutch have been technology leaders in the increasingly sophisticated and international greenhouse industry. In recent years CEA has been expanding world wide and trending towards a higher degree of control of the growing conditions including light, temperature, humidity, water, and carbon dioxide concentration. Fertilization in these systems is increasingly micromanaged in a soil-free setting such as “hydroponics” or “aeroponics.” Many tasks and process controls are automated.
This is an expanding industry with 7–8% annual growth projected for greenhouses and 15% per year for vertical farming. Greenhouses are commonly used to produce leafy greens, tomatoes, peppers, and cucumbers. The highest tech, vertical farming systems are currently focused on leafy greens and herbs. Even so, the packaged salad and leafy greens market is said to be in the range of $8.7 billion and projected to grow to between $13 billion and $25 billion within the next 5 years and CEA is likely to account for an increasing share.
Check Point Research, the Threat Intelligence division of the company, a leading global cybersecurity specialist provider, has released its Global Threat Index for the month of June 2022. Researchers have found that Emotet continues to be the number one malware and has also increased its global incidence by around 6%. Continuing with its climb of the last month, Snake Keylogger sneaks into the top three positions, taking the Formbook position, both still far from Emotet.
Emotet, has affected 14% of organizations around the world in June, an increase that is almost double compared to the previous month. This malware is highly profitable thanks to its ability to go unnoticed. Its persistence also makes it difficult to remove once a device is infected, making it the perfect tool in a cybercriminal’s arsenal. Conceived as a banking Trojan, it is often distributed via phishing emails and has the ability to embed other malware, increasing its ability to cause widespread damage.
Continue reading “The most dangerous keylogger malware of 2022: Snake Keylogger” »
Earthen architecture can withstand extreme events such as earthquakes and heavy winds “because of the ability of its structure to distribute the load that it faces on its surface, unlike concrete or cement,” says Damluji.
But mud building’s resilience to earthquakes depends on the intensity of the seismic waves and the soil in which they are built, says Jerome.
Mud buildings are “also protected from seasonal rains and flash floods due to the damp-proof and protective external rendering used in several layers of refined mud, ash and lime coating and plaster”, says Damluji.
