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Can YOU spot the fake faces? Take the test to see if you can distinguish between real and AI-generated people - as study reveals most of us are overconfident

Daily Mail - Science & tech

Trump rushed into Iran crisis meeting as insider warns'strike within hours' 'Deeply concerned' King Charles backs Andrew investigation after royal's arrest and says the'law must take its course' Model agency boss who'scouted' victims for Epstein was secretly planning to testify against him... only to suddenly change his mind before meeting chillingly similar fate to notorious pedophile The monarchy has survived wars and countless crises... but this is why it may not survive Andrew's arrest - and why the rift at the heart of the family is about to get so much worse: ROBERT JOBSON Widower whose wife set herself on fire after alleged affair with married congressman finally breaks silence to reveal their texts... and heartbreaking video of her death Whereabouts of Andrew's ex-wife and daughters remain unknown as former prince is arrested over public misconduct claims Andrew'pushed through' appointment of Jeffery Epstein's fixer to board of Windsor Castle trust despite opposition Virginia Giuffre's family hail Andrew's arrest and say'he was never a prince' But countless women (and some husbands) are secretly getting it for thrilling sex side effects... risking a truly putrid complication FBI'has names and photos of people who may be masked suspect caught on surveillance video outside Nancy Guthrie's home' How DID Beatrice afford her 20s jet-set lifestyle? US assembles the most aerial firepower since Iraq War as Trump prepares to strike Iran'in just DAYS'... and president is'choosing between two devastating options of attack' The side-effects were unbearable and I swore off the drug forever. This is the simple diet that helped me shed the pounds... and I'm not alone. The Prince and Princess of Wales express support for King Charles' statement after Andrew's arrest Jason Bateman says he quit cocaine and alcohol to ease'tension' in his marriage Humiliating real reason Mia Goth left Shia LaBeouf: What'friends and lovers' are all saying behind his back... after Mardi Gras brawl What happens now Andrew Mountbatten-Windsor has been arrested? I went into early menopause in my 30s.


Rain making you miserable? Scientists confirm wet weather slashes life satisfaction by 6% - as soggy Brits vent they're 'flipping sick of it'

Daily Mail - Science & tech

US assembles the most aerial firepower since Iraq War as Trump prepares to strike Iran'in just DAYS'... and president is'choosing between two devastating options of attack' Model agency boss who'scouted' victims for Epstein was secretly planning to testify against him... only to suddenly change his mind before meeting chillingly similar fate to notorious pedophile The monarchy has survived wars and countless crises... but this is why it may not survive Andrew's arrest - and why the rift at the heart of the family is about to get so much worse: ROBERT JOBSON But countless women (and some husbands) are secretly getting it for thrilling sex side effects... risking a truly putrid complication FBI'has names and photos of people who may be masked suspect caught on surveillance video outside Nancy Guthrie's home' Widower whose wife set herself on fire after alleged affair with married congressman finally breaks silence to reveal their texts... and heartbreaking video of her death The side-effects were unbearable and I swore off the drug forever. This is the simple diet that helped me shed the pounds... and I'm not alone. Lindsey Vonn shares nervous post as she awaits fifth surgery on broken leg after Olympic fall and dog's death Jason Bateman says he quit cocaine and alcohol to ease'tension' in his marriage Humiliating real reason Mia Goth left Shia LaBeouf: What'friends and lovers' are all saying behind his back... after Mardi Gras brawl Turmoil ramps up at Today Show as Hoda ditches her'family first' exit to reclaim her coveted anchor seat.... whether Savannah returns or not Whereabouts of Andrew's ex-wife and daughters remain unknown as former prince is arrested over public misconduct claims Peter Greene's cause of death revealed two months after Pulp Fiction star was found dead at 60 in NYC apartment Tucker Carlson'DETAINED' in Israel: Journalist'dragged into interrogation room' as explosive interview sparks diplomatic firestorm My teenage son picked up a dirty habit to'look cool' in front of his friends. He was rushed to hospital with deadly lung condition now I'm issuing an urgent plea What happens now Andrew Mountbatten-Windsor has been arrested? Germany's army chief warns Europe will suffer'things we cannot even imagine right now' as Putin looks to go to war with Europe - and slams'egomaniac' Trump Scientists confirm wet weather slashes life satisfaction by 6% - as soggy Brits vent they're'flipping sick of it' READ MORE: You think this is bad?


AI-pocalypse! Artificial intelligence will create a small elite class living in luxury - while the majority will suffer, ex-Google boss warns

Daily Mail - Science & tech

US assembles the most aerial firepower since Iraq War as Trump prepares to strike Iran'in just DAYS'... and president is'choosing between two devastating options of attack' Model agency boss who'scouted' victims for Epstein was secretly planning to testify against him... only to suddenly change his mind before meeting chillingly similar fate to notorious pedophile The monarchy has survived wars and countless crises... but this is why it may not survive Andrew's arrest - and why the rift at the heart of the family is about to get so much worse: ROBERT JOBSON But countless women (and some husbands) are secretly getting it for thrilling sex side effects... risking a truly putrid complication FBI'has names and photos of people who may be masked suspect caught on surveillance video outside Nancy Guthrie's home' Widower whose wife set herself on fire after alleged affair with married congressman finally breaks silence to reveal their texts... and heartbreaking video of her death The side-effects were unbearable and I swore off the drug forever. This is the simple diet that helped me shed the pounds... and I'm not alone. Lindsey Vonn shares nervous post as she awaits fifth surgery on broken leg after Olympic fall and dog's death Jason Bateman says he quit cocaine and alcohol to ease'tension' in his marriage Humiliating real reason Mia Goth left Shia LaBeouf: What'friends and lovers' are all saying behind his back... after Mardi Gras brawl Turmoil ramps up at Today Show as Hoda ditches her'family first' exit to reclaim her coveted anchor seat.... whether Savannah returns or not Whereabouts of Andrew's ex-wife and daughters remain unknown as former prince is arrested over public misconduct claims Peter Greene's cause of death revealed two months after Pulp Fiction star was found dead at 60 in NYC apartment Tucker Carlson'DETAINED' in Israel: Journalist'dragged into interrogation room' as explosive interview sparks diplomatic firestorm My teenage son picked up a dirty habit to'look cool' in front of his friends. He was rushed to hospital with deadly lung condition now I'm issuing an urgent plea What happens now Andrew Mountbatten-Windsor has been arrested? Germany's army chief warns Europe will suffer'things we cannot even imagine right now' as Putin looks to go to war with Europe - and slams'egomaniac' Trump The world is teetering on the edge of an Artificial Intelligence ( AI) disaster in which a tiny elite class live in luxury while the majority suffer.




Auslan-Daily: Australian Sign Language Translation for Daily Communication and News

Neural Information Processing Systems

Considering different geographic regions generally have their own native sign languages, it is valuable to establish corresponding SL T datasets to support related communication and research. Auslan, as a sign language specific to Australia, still lacks a dedicated large-scale dataset for SL T.


A Appendix A531A.1 Detailed explanation of continuous nature of similarity

Neural Information Processing Systems

In this section, we expand on our observation that similarity between training samples is not binary. Consider the images shown in Figure 6. As a consequence, any similarity between the anchor image and the so-called'negative' examples is completely ignored. Further, all'positive' examples are considered to be The batch size is set to 16000. We train on 4 A100 GPUs.



Text Alignment Is An Efficient Unified Model for Massive NLP Tasks

Neural Information Processing Systems

Large language models (LLMs), typically designed as a function of next-word prediction, have excelled across extensive NLP tasks. Despite the generality, next-word prediction is often not an efficient formulation for many of the tasks, demanding an extreme scale of model parameters (10s or 100s of billions) and sometimes yielding suboptimal performance. In practice, it is often desirable to build more efficient models--despite being less versatile, they still apply to a substantial subset of problems, delivering on par or even superior performance with much smaller model sizes.