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Unicorn: Scaling High-Dimensional Time Series Forecasting via Universal Correlation Modeling
Announce Type: new Abstract: Modern time series architectures face a fundamental trade-off: channel-independent models scale well with increasing data volume but ignore critical inter-channel dependencies, while channel-dependent models are expressive but remain ``dimension-bounded'', struggling to generalize across heterogeneous datasets. To bridge this gap, we introduce Unicorn (Universal Correlation Network), a framework for scalable, multi-dataset pretraining on high-dimensional time...
One in ten new UK graduates plan to leave country amid ‘worst time in 30 years to leave university’
One in ten new UK graduates plan to leave country amid ‘worst time in 30 years to leave university’ ‘This is probably the worst time in the last 30 years to be leaving university’, the founder of the firm who conducted the research said - Bookmark - CommentsGo to comments One in ten students who will graduate from UK universities this summer are planning to leave the country for better job opportunities, according to a new survey. Research conducted by High Fliers Research has revealed that...
Universal One-third Time Scaling in Learning Peaked Distributions
Announce Type: replace Abstract: Training large language models (LLMs) is computationally expensive, partly because the loss exhibits slow power-law convergence whose origin remains debatable. Through systematic analysis of toy models and empirical evaluation of LLMs, we show that this behavior can arise intrinsically from the use of softmax and cross-entropy. When learning peaked probability distributions, e.g., next-token distributions, these components generically yield power-law...
Oxford Uni student data pwned yet again - this time via career platform breach
Oxford University students seeking work will be dismayed to learn that crooks have breached a second external platform provider for the university in as many months. The institution’s CareerConnect platform, provided by Group GTI, was the target of the intrusion, which exposed users’ full names and email addresses. Those who don’t use single sign-on (SSO) had their encrypted passwords leaked, too.
Shrinking graduate premium sours views on value of a university education, UK poll shows
Worries over AI and loan debt mean 34% of people think degrees are usually not worth the time and moneyThere was a time when going to university seemed a no-brainer. Better qualifications opened doors to better jobs with greater earning potential. But with the graduate premium shrinking, mounting anger about spiralling student debt and growing fears about AI eating into the graduate jobs market, it is not surprising that attitudes are shifting.
Shrinking graduate premium sours views on value of a university education, UK poll shows
Worries over AI and loan debt mean 34% of people think degrees are usually not worth the time and moneyThere was a time when going to university seemed a no-brainer. Better qualifications opened doors to better jobs with greater earning potential. But with the graduate premium shrinking, mounting anger about spiralling student debt and growing fears about AI eating into the graduate jobs market, it is not surprising that attitudes are shifting.
One third say 'not worth the money' in new student loan update
One third say 'not worth the money' in new student loan update An inquiry into England's student loan system has been launched by MPs, as new survey data shows a third of people now believe a university education is not worth the time and financial commitment required A new survey revealing that one in three people doubt the value of a university degree comes as "not surprising" to experts. MPs have launched an investigation into England's student loan system, gathering testimony from...
"Little red dot" in early Universe is a naked supermassive black hole
The James Webb Space Telescope (JWST) was designed to give us the ability to look at one of the earliest periods in the evolution of the Universe, a time when some of the earliest stars were putting out enough light to ionize the hydrogen that accounted for almost all of the normal matter present at the time. There were lots of ideas about what we might see, but the Universe is full of surprises. One of the first surprises was the existence of what picked up the moniker "little red dots,"...
Most detailed map of the universe's hidden magnetic fields released
Most detailed map of the universe's hidden magnetic fields released Lisa Lock Scientific Editor Andrew Zinin Lead Editor The largest magnetic map of the universe ever produced—five times larger than all previous efforts combined—marks the beginning of a new generation of research into intergalactic magnetism. Magnetic fields influence how galaxies grow, how matter moves through space, and how the universe has evolved over billions of years. The new map was produced by an international team...
'The movie has tremendous heart': We sat down with the director of 'Masters of the Universe' to learn how he found 'the power' for the new He-Man
'The movie has tremendous heart': We sat down with the director of 'Masters of the Universe' to learn how he found 'the power' for the new He-Man "My compass was about trying to please the eight-year-old version of myself who discovered He-Man for the first time." "Masters of the Universe" brings He-Man to life for a new generation, and director Travis Knight is taking this responsibility seriously. "It is very personal to so many people," Knight told Space.