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It’s not that the particular labelers didn’t do a good job, it’s that they were given an impossible task.

There are no shortcuts to gleaning insight into human communications. We’re not stupid like machines are. We can incorporate our entire environment and lived history into the context of our communications and, through the tamest expression of our masterful grasp on semantic manipulation, turn nonsense into philosophy (shit happens) or turn a truly mundane statement into the punchline of an ageless joke (to get to the other side).

What these Google researchers have done is spent who knows how much time and money developing a crappy digital version of a Magic 8-Ball. Sometimes it’s right, sometimes it’s wrong, and there’s no way to be sure one way or another.

An international research team led by the University of Würzburg and the University of Geneva (UNIGE) is shedding light on one aspect of this mystery: neutrinos are thought to be born in blazars, galactic nuclei fed by supermassive black holes.

Sara Buson has always thought of it as a significant task. In 2017, the researcher and his associates introduced a blazar (TXS 0506+056) as a potential neutrino source for the first time. That study sparked a scientific debate about whether there truly is a connection between blazars and high-energy neutrinos.

After taking this initial, positive step, Prof. Buson’s team received funding from the European Research Council to launch an ambitious multi-messenger research project in June 2021. Analyzing numerous signals (or “messengers,” for example, neutrinos) from the Universe is required. The primary objective is to shed light on the origin of astrophysical neutrinos, potentially confirming blazars as the first highly certain source of high-energy extragalactic neutrinos.

Has New York City gone too far with this public service announcement? The city’s office of Emergency Management released this ad, telling residents what to do in the event of a nuclear attack. The host tells people to take cover indoors immediately. If you’re outside when the strike occurs, residents are advised to shower, bag their clothes. Then, pay attention to local media for information and next steps. Inside Edition Digital’s Mara Montalbano has more.

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.

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.