You're viewing the US edition You can switch to the UK or AU homepage at any time using this menu. Amazon cargo plane captain, 55, was a US Army Black Hawk helicopter pilot who has chalked up 7,000 flying hours...but experts claim the Miami crash was a royal'screw up' Team Sussex hit back after Uganda pulls out of the Invictus Games over the'Harry-Meghan nonsense'... and claims the move is'clearly a consequence' of King's letter insisting they are'private citizens' Trump puts a date on when he believes Iran war will end as he looks to rally sinking Republicans: 'They can't hold out' The King has slapped down Harry and Meghan... but this is the biggest revelation from his public letter. Pastor and dad of five dies after suffering horror injury in cruise ship swimming pool while celebrating his son's wedding I spoke to Charlie Kirk the night before he died. Trump's travel halted as emergency plane slide deployed on problematic new Air Force One Lindsay Clancy'copycat's' husband and family lay son, 2, to rest at funeral while she faces judge in court Explicit tour-bus security cam footage that sparked Nashville's latest A-list divorce: Country star'in deep s***' after humiliated wife'saw it all' Two measles patients who died from virus identified... as controversy over counting deaths continues Kim Zolciak's jailed son KJ Biermann, 15, makes legal move in multiple-charge sexual assault case to avoid adult prison sentence My boyfriend's sex request is so degrading... Trump lashes out over claim he made up 9/11 rescue story: 'She's unattractive inside and out' Glamorous mom walked down aisle with doting restaurateur son at his lavish Lake Como wedding... months later, she bled out on his apartment floor as he clenched the murder weapon, police say Tom Brady's Las Vegas Raiders suffer major blow as star is ruled OUT on eve of new NFL season Truth about the Falling Man: Sister of anonymous 9/11 jumper who became symbol of America's grief tells the heartbreaking full story, clues that led to him... and why she knows God'caught his spirit' and carried it to Heaven Rapist stepson of Norway's new King is shunned by his step-grandmother Queen Sonja at her husband's funeral...and earns a glare from the Bishop The moment tech fans have been waiting for is finally here, as Apple officially unveils the iPhone Duo. Apple's long-awaited first foldable device features a book-style design, with an inner screen that is wider than it is tall when opened out.

You're viewing the US edition You can switch to the UK or AU homepage at any time using this menu. Now FOURTH Lindsay Clancy juror makes extraordinary admission after deliberations swayed her vote: 'I thought she was guilty... maybe I still do' Solemn Prince William joins the world's royals in mourning at King Harald of Norway's funeral - as the new Queen's disgraced son is released from house arrest to attend The King has slapped down Harry and Meghan... but this is the biggest revelation from his public letter. Anthropic researcher quits'out of control' AI race with chilling warning it could'kill all humans' by 2030 Trump lashes out after being accused of touting'fake' 9/11 rescue story Explicit tour-bus security cam footage that sparked Nashville's latest A-list divorce: Country star'in deep s***' after humiliated wife'saw it all' Richard Branson's wife Joan died from'massive' blood clot after doctor'failed to prescribe her medication', inquest hears My boyfriend's sex request is so degrading... 'Gisele Pelicot 2.0' wife who was'drugged by husband so other men could rape her' dies'after sexual abuse caused fatal injuries' Pancreatic cancer is terrifyingly deadly and almost symptomless until it's too late. But, analyzing dozens of patients I've treated, there ARE warning signs... including this specific back pain: DR PHILIPPA KAYE Harry and Meghan would prefer to be'public figures' NOT private citizens, sources reveal amid string of extraordinary claims Defending champion throws up into a towel as he's knocked out of US Open by Ben Shelton in latest ever finish to a match Why Americans are suddenly flocking to these little-known Texas cities... as the state's biggest boomtown goes bust'Biggest ever' Roman wall mosaic is revealed after 2,000 years: Stunning artwork near the Colosseum features a bearded philosopher, a centaur and a young poet Lindsay Clancy jurors spark furious backlash with comments about how they were'excited' by the case and her'entertaining' lawyer Jimmy Kimmel launches vicious tirade against Trump in first episode back from summer break... while ignoring reports show is set to end next year Uganda pulls out of Invictus Games over'Harry-Meghan nonsense': Military chief says they're withdrawing from prince's event out of respect for Charles amid row over King's letter Apple's new CEO John Ternus drops a MAJOR hint at what the tech giant will unveil at its'surprise and shine' event tonight Floor by floor, the unimaginable sights, smells and sacrifices no human should have to endure: JOJO CAPESTRO's 9/11 escape was such torture, she's thought about it every day for 25 years I spoke to Charlie Kirk the night before he died. Apple's new CEO John Ternus drops a MAJOR hint at what the tech giant will unveil at its'surprise and shine' event tonight Apple's new CEO John Ternus has just dropped a major hint at what the tech giant will unveil at the'surprise and shine' event.

Conventional video outpainting methods primarily focus on maintaining coherent textures and visual consistency across frames. However, they often fail at handling dynamic scenes due to the complex motion of objects or camera movement, leading to temporal incoherence and visible flickering artifacts across frames. This is primarily because they lack instance-aware modeling to accurately separate and track individual object motions throughout the video. In this paper, we propose a novel video outpainting framework that explicitly takes shadow-object pairs into consideration to enhance the temporal and spatial consistency of instances, even when they are temporarily invisible. Specifically, we first track the shadow-object pairs across frames and predict the instances in the scene to unveil the spatial regions of invisible instances. Then, these prediction results are fed to guide the instance-aware optical flow completion to unveil the temporal motion of invisible instances. Next, these spatiotemporal guidances of instances are used to guide the video outpainting process. Finally, a video-aware discriminator is implemented to enhance alignment among dynamic shadows and the extended semantics in the scene. Comprehensive experiments underscore the superiority of our approach, outperforming existing state-of-the-art methods in widely recognized benchmarks.

The need for effective unlearning mechanisms in large language models (LLMs) is increasingly urgent, driven by the necessity to adhere to data regulations and foster ethical generative AI practices. LLM unlearning is designed to reduce the impact of undesirable data influences and associated model capabilities without diminishing the utility of the model if unrelated to the information being forgotten. Despite growing interest, much of the existing research has focused on varied unlearning method designs to boost effectiveness and efficiency. However, the inherent relationship between model weights and LLM unlearning has not been extensively examined. In this paper, we systematically explore how model weights interact with unlearning processes in LLMs and we design the weight attribution-guided LLM unlearning method, WAGLE, which unveils the interconnections between'influence' of weights and'influence' of data to forget and retain in LLM generation. By strategically guiding the LLM unlearning across different types of unlearning methods and tasks, WAGLE can erase the undesired content, while maintaining the performance of the original tasks. We refer to the weight attribution-guided LLM unlearning method as WAGLE, which unveils the interconnections between'influence' of weights and'influence' of data to forget and retain in LLM generation.

Apple could unveil Gemini-powered Siri in Feb. What to expect when you're expecting the Samsung Galaxy S26 in February. Samsung's 2025 was filled with new foldables, an ultra-thin new form factor and the launch of Google's XR platform . After making some announcements at CES 2026, the company is expected to host its first Galaxy Unpacked of the year in February to introduce the Galaxy S26 lineup. Engadget will be covering Galaxy Unpacked live, and we'll most likely have hands-on coverage of Samsung's new smartphones soon after they're announced.

We already know Apple is secretly preparing its first ever foldable iPhone. But now, keen tech fans have just got a new hint at what it may look like. According to a leak from a veteran Apple analyst, Mark Gurman of Bloomberg, the'iPhone Fold' will see some major design changes. And Mr Gurman claims that anyone who tries the new foldable device will'never want to go back'. Although it has been rumoured for years, it now looks almost certain that Apple is planning to unveil the folding iPhone in September 2026.

The need for effective unlearning mechanisms in large language models (LLMs) is increasingly urgent, driven by the necessity to adhere to data regulations and foster ethical generative AI practices. LLM unlearning is designed to reduce the impact of undesirable data influences and associated model capabilities without diminishing the utility of the model if unrelated to the information being forgotten. Despite growing interest, much of the existing research has focused on varied unlearning method designs to boost effectiveness and efficiency. However, the inherent relationship between model weights and LLM unlearning has not been extensively examined. In this paper, we systematically explore how model weights interact with unlearning processes in LLMs and we design the weight attribution-guided LLM unlearning method, WAGLE, which unveils the interconnections between'influence' of weights and'influence' of data to forget and retain in LLM generation.

Apple unleashed some impressive gadgets last year including the iPhone 16 and the Vision Pro headset. Now, the tech giant is lining up its next set of gizmos – and the first five could arrive as soon as next month. According to reports, the company is about to unveil a new'affordable' iPhone – an alternative to the iPhone 16 which starts at 799/ 799. It's also preparing two new iPads, a new Mac and a brand new AI product, if rumours are to be believed. 'We've been off to a light start in 2025 in terms of Apple products,' says Apple news and rumours website 9to5Mac.

Additional Feedback: I think it is too strong to claim that "we also theoretically unveil the certain important mechanisms that govern the behavior of JCL." The main theoretical tool in the proposed method is an application of Jensen's inequality. There is also a section (3.3) that discusses some very basic properties of the the objective. To claim any of this as a significant "theoretical contribution" is too strong in my view. To me, the most interesting aspect of Fig2 is part (b).

Apple's Worldwide Developers Conference (WWDC) keynote is right around the corner. The festivities kick off on Monday, June 10 at 1PM ET. The keynote address is available to the public and you can watch it via Apple's event website or on the company's YouTube channel. Alternatively, you can just stay here and watch our embed. This is WWDC, so it'll be a software-focused event. Apple will most likely reveal many of the main features of iOS 18 and iPadOS 18.