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Princess Diana barrister accused of setting up ‘elaborate’ system to avoid paying £2m in tax
Princess Diana barrister accused of setting up ‘elaborate’ system to avoid paying £2m in tax Robert Venables KC is accused of failing to properly declare his income across seven years while working as one of the country’s leading tax lawyers - Bookmark A barrister who previously worked for Princess Diana is in court for allegedly dodging nearly £2 million in tax. Robert Venables KC is accused of failing to properly declare his income across seven years while working as one of the country’s...
Lotto winning numbers LIVE: National Lottery results for June 10 with £2m jackpot
Lotto winning numbers LIVE: National Lottery results for June 10 with £2m jackpot A massive £2 million jackpot is up for grabs in tonight's National Lottery Lotto draw tonight, with a top prize of £500,000 also on offer in the Thunderball draw A life-changing jackpot of £2 million could be yours in tonight's National Lottery draw - as Lotto's "biggest ever" change is set to double the number of winning millionaires. To win the jackpot, a player must match all six main numbers, with odds of...
South West Water fined almost £2m for supplying water unfit for humans after parasite outbreak
South West Water fined almost £2m for supplying water unfit for humans after parasite outbreak The company was prosecuted after the water supply in the Brixham area of Devon was contaminated by the parasite which causes sickness and diarrhoea - Bookmark - CommentsGo to comments South West Water has been fined almost £2 million for supplying water unfit for human consumption, following a parasitic outbreak in Devon. The company faced prosecution after its Brixham, Devon, water supply was...
Shocking CCTV shows Jamie and Rebekah Vardy’s bedroom at £2m Italy home being ransacked
Shocking CCTV shows Jamie and Rebekah Vardy’s bedroom at £2m Italy home being ransacked Terrifying footage of Jamie and Rebekah Vardy's villa in Italy being ransacked has emerged as they document their Italian move in their new reality series Terrifying footage of Jamie and Rebekah Vardy's villa in Italy being ransacked has emerged. The pair moved out to Italy for Jamie's work and document that journey in their new reality show. However, in a terrifying turn of events, masked men broke into...
LimiX-2M: Mitigating Low-Rank Collapse and Attention Bottlenecks in Tabular Foundation Models
new Abstract: Tabular foundation models (TFMs) increasingly rival tree ensembles, but their performance is often compute-inefficient: with standard affine scalar tokenization, each feature injects value variation through an essentially one-dimensional channel, and feature IDs/positional signals cannot increase within-feature value degrees of freedom, yielding weak early-layer value sensitivity and redundant hidden states. We present a unified \emph{tokenize-and-route} framework for strong...
LimiX-2M: Mitigating Low-Rank Collapse and Attention Bottlenecks in Tabular Foundation Models
Announce Type: replace Abstract: Tabular foundation models (TFMs) increasingly rival tree ensembles, but their performance is often compute-inefficient: with standard affine scalar tokenization, each feature injects value variation through an essentially one-dimensional channel, and feature IDs/positional signals cannot increase within-feature value degrees of freedom, yielding weak early-layer value sensitivity and redundant hidden states. We present a unified tokenize-and-route framework...
The Happy Pod: The 88-year-old veteran given nearly $2m by strangers
The Australian 'kindness influencer' who raised nearly two million dollars to help an elderly US veteran. Samuel Weidenhofer flew thousands of miles to find Ed Bambas after being told he needed help. Ed, who's 88, was still working in a shop because he couldn't afford to retire, having lost his pension and healthcare.
Medieval King Arthur manuscript could fetch £2m at auction
A richly illuminated medieval manuscript containing early versions of the Merlin and Grail legends is set to be auctioned. The tome, which features detailed illustrations such as Merlin as a shape-shifting stag and the Knights of the Round Table, has been kept in private hands for over 700 years. The manuscript is estimated to fetch around £2 million.
A £2m prize fund and free parking: Epsom’s Derby reboot prepares for its first test
Fans and professionals alike are desperate for positivity after last year’s damp squib, but there is reason for hopeOne of the major benefits of announcing a “five-year plan” is that it should buy you some time but Epsom’s ambitious scheme to revive the status and popularity of the Derby, which was unveiled in December, may be an exception. There were just 22,312 paying spectators at last year’s race, and the need for an upturn in attendance for the 247th running of the Classic on Saturday...