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Instagram on Sunday rolled out Edits, a video-editing product that appeared similar to CapCut, which is owned by TikToks parent company, ByteDance.

No matter what TikTok says in its laudatory pop-up messages, President-elect Donald Trump cannot simply declare an extension of the TikTok ban deadline and protect American companies that support it from billions of dollars in fines.Trump seems to want TikTok available for his inauguration on Monday, because Americans deserve to see the event. But TikTok is officially banned starting today until it sells to a non-Chinese company, and theres no deal in sight. Flouting that ban could get Apple and Googles app stores, as well as service providers Akamai and Oracle, dinged for potentially $850 billion in penalties. Despite all this, Trump has reportedly assured companies they wont face these fines if they let TikTok keep operating. Now, the question is simple: will Trump-friendly companies risk breaking the law to make the president happy?TikToks status has been uncertain since last night. President Joe Biden said he wouldnt enforce the law on the last day of his presidency, but TikTok declared it would go dark anyway. App stores removed it in accordance with the law. Then, Trump promised hed extend the deadline, telling companies they wouldnt face penalties and TikTok promptly came back online with a thank-you note to the President-elect. The problem is that its not clear Trump can do what hes promised.Congress passed a law directly demanding TikTok divest itself from parent company ByteDance or face a ban. It included an option for President Joe Biden to extend the deadline by 90 days if a deal was announced; Biden declined to use it. There are only a few options for TikTok to legally keep operating now. The app could be sold and come back under different ownership. Congress could pass a new law extending the deadline or ending the ban. Or Trump could try to extend it by certifying a deal to change TikToks ownership is in place but unfortunately for him, he cant simply sign an order saying a law no longer exists.This puts companies in a legal bind. TikToks US service providers risk $5,000 in penalties per person who uses their service to access the app. The government told the Supreme Court it could be enforced up to five years later, so they could be penalized under a future president (or Trump himself).Trump needs to take action in a way that convinces them this wont happen. Perhaps his best option would be certifying to Congress that TikTok has agreed to sell, then attempting to trigger the 90-day extension Biden didnt use. (Its debatable whether this can be done after the ban kicks in, but legal experts say its at least possible to argue for it.) To be clear, he would be lying about the deal, says University of Minnesota Law School professor AlanRozenshtein. Hed be lying to Congress, and that would be Congress problem. But he would still have certified, and so until the court would declare that that certification is invalid, I think the companies would be safe.This would suggest that a post on Truth Social is enough for some companies to proceed to voluntarily violate federal lawFor now, however, Trumps assurances that its safe to support TikTok are legally flimsy. TikTok began coming back online in the US mid-day Sunday, suggesting its service provider Oracle might be relying on Trumps assurance on Truth Social that hed delay the ban, though the company has not confirmed or commented. This would suggest that a post on Truth Social is enough for some companies to proceed to voluntarily violate federal law, says Bloomberg Intelligence litigation analyst Matt Schettenhelm. Thats in an astonishing development in my view, if thats whats happening. If companies are breaking the law, they would likely have a strong due process defense given Trumps promises not to enforce it, Schettenhelm says. But anytime youre voluntarily violating the federal law, youre forcing yourself into a fight over the issue, he says. Yes, its probably a winnable fight, but when its a fight over $850 billion in exposure,its probably better to not have to get into that fight at all.Rozenshtein says the move could invite shareholder lawsuits something that Senate Intelligence Committee Chair Tom Cotton (R-AR) warned of, even though Trump encouraged service providers to bring TikTok back online in time for his inauguration.Its probably a winnable fight, but when its a fight over $850 billion in exposure, its probably better to not have to get into that fight at allThat said,If Trump tries to overrule Congress in a way thats illegal, someone with standing to sue could challenge him in court. Who might this be? One option is TikTok users who supported the ban and fear the Chinese government getting their data. Of course, the courts might say, well, then dont use TikTok, Rozenshtein points out. A competitor like Meta also might be able to bring a claim, he says. Or a service provider like Apple or Google could try to get a court to clarify their legal liability, without actually challenging the arrangement. But given tech companies attempts to avoid antagonizing Trump, that route seems unlikely.If TikToks service providers really want legal cover, then short of a true qualified divestiture which would take time to hash out, if China even agrees to sell the app their best option is Congress. That still seems like a long shot, especially on short notice. But now that Senate Minority Leader Chuck Schumer (D-NY) endorses an extension, Schettenhelm says, it starts to be conceivable that maybe Congress would agree to at least delay the ban or push it back. That would be the most legally sound way to do this.

Vision-language models (VLMs) play a crucial role in multimodal tasks like image retrieval, captioning, and medical diagnostics by aligning visual and linguistic data. However, understanding negation in these models remains one of the main challenges. Negation is critical for nuanced applications, such as distinguishing a room without windows from a room with windows. Despite their advancements, current VLMs fail to interpret negation reliably, severely limiting their effectiveness in high-stakes domains like safety monitoring and healthcare. Addressing this challenge is essential to expand their applicability in real-world scenarios.The current VLMs, such as CLIP, use shared embedding spaces to align visual and textual representations. Though these models excel in tasks such as cross-modal retrieval and image captioning, their performance falls sharply when dealing with negated statements. This limitation arises due to pretraining data biases because the training datasets contain mainly affirmative examples, leading to affirmation bias, where models treat negated and affirmative statements as equivalents. Existing benchmarks such as CREPE and CC-Neg rely on simplistic templated examples that dont represent the richness and depth of negation in natural language. VLMs tend to collapse the embeddings of negated and affirmative captions so it is extremely challenging to tease apart fine-grained differences between the concepts. This poses a problem in using VLMs for precise language understanding applications, for instance, querying a medical imaging database with complex inclusion and exclusion criteria.To address these limitations, researchers from MIT, Google DeepMind, and the University of Oxford proposed the NegBench framework for the evaluation and improvement of negation comprehension over VLMs. The framework assesses two fundamental tasks: Retrieval with Negation (Retrieval-Neg), which examines the models capacity to retrieve images according to both affirmative and negated specifications, such as a beach without people, and Multiple Choice Questions with Negation (MCQ-Neg), which evaluates nuanced comprehension by necessitating that models select appropriate captions from slight variations. It uses enormous synthetic datasets, like CC12M-NegCap and CC12M-NegMCQ, augmented with millions of captions that contain a wide range of negation scenarios. This will expose VLMs to somewhat challenging negatives and paraphrased captions, improving the training and evaluation of models. Standard datasets, such as COCO and MSR-VTT, were also adapted, including negated captions and paraphrases, to further expand linguistic diversity and test the robustness. By incorporating varied and complex negation examples, NegBench effectively overcomes existing limitations, significantly enhancing model performance and generalization.NegBench leverages both real and synthetic datasets to test negation comprehension. Datasets like COCO, VOC2007, and CheXpert were adapted to include negation scenarios, such as This image includes trees but not buildings. For MCQs, templates like This image includes A but not B were used alongside paraphrased variations for diversity. NegBench is further augmented with the HardNeg-Syn dataset, where images are synthesized to present pairs differing from each other based on the occurrence or absence of certain objects only, hence constituting difficult cases for negation understanding. Model fine-tuning relied on two training objectives. On one hand, contrastive loss facilitated the alignment between image-caption pairs, enhancing performance in retrieval. On the other hand, using multiple-choice loss helped in making fine-grained negation judgments by preferring the right captions in the MCQ context.The fine-tuned models showed considerable improvements in retrieval and comprehension tasks using the negation-enriched datasets. For retrieval, the models recall increases by 10% for negated queries, where performance is nearly at par with standard retrieval tasks. In the multiple-choice question tasks, accuracy improvements of up to 40% were reported, showing a better ability to differentiate between the subtle affirmative and negated captions. Advancements were uniform over a range of datasets, including COCO and MSR-VTT, and on synthetic datasets like HardNeg-Syn, where models handled negation and complex linguistic developments appropriately. This suggests that representing scenarios with diverse kinds of negation in training and testing is effective in reducing affirmation bias and generalization.NegBench addresses a critical gap in VLMs by being the first work to address their inability to understand negation. It brings significant improvements in retrieval and comprehension tasks by incorporating diverse negation examples into trAIning and evaluation. Such improvements open up avenues for much more robust AI systems that are capable of nuanced language understanding, with important implications for critical domains like medical diagnostics and semantic content retrieval.Check out the Paper and Code. All credit for this research goes to the researchers of this project. Also,dont forget to follow us onTwitter and join ourTelegram Channel andLinkedIn Group. Dont Forget to join our65k+ ML SubReddit. Aswin Ak+ postsAswin AK is a consulting intern at MarkTechPost. He is pursuing his Dual Degree at the Indian Institute of Technology, Kharagpur. He is passionate about data science and machine learning, bringing a strong academic background and hands-on experience in solving real-life cross-domain challenges. Meet 'Height':The only autonomous project management tool (Sponsored)

Shootin' stuffit's a sacred gaming tradition that's not to be discounted. Except I totally am today. For a measly 9 or so bucks, you can score three noteworthy AAA FPSes, and there's the option to expand the savings to include some indie gems of the genre as well. Beyond that, I've found the best price on the early access Assetto Corsa EVO, plus some of the best titles from 2024. Get scrolling to get saving.In retro news, I'm celebrating the 14th birthday of LittleBigPlanet 2, a sacktacular PS3 classic that elevated 2.5D platforming and user-generated content to new heights. At the shallow end of this pool you had a wonderful, co-optional story campaign for up to four floaty sackpersons. Waiting beyond that, however, was a black hole Create mode whose enhanced logic and Move support delivered mind-boggling community-built gems. My mates and I sunk way too many hours into the hilaribad physics of Super LBP Fighter II Turbo and the professional indie level Sealed Fate. Truly, LBP2 was a golden age of UGC where innovators (and not shameless copiers and half-arsed memers) were king. It pains me to think that those creations died with server shutdown. This Day in Gaming Aussie birthdays for notable games.- NHL 2K6 (PS2,XB) 2006. eBay- LittleBigPlanet 2 (PS3) 2011. eBay- Ghost Trick: Phantom Detective (DS) 2011. eBay- Back to the Future: The Game (PS3) 2011. eBayTable of ContentsNintendo SwitchPCXboxPlayStationLEGONice Savings for Nintendo SwitchCrash Team Racing Nitro-Fueled (-49%) - A$36.38Overcooked! 2 (-75%) - A$9.37Tales of Vesperia: DE (-80%) - A$15.99Cat Quest III (-30%) - A$21Mario & Luigi: Brothership (-15%) - A$68Klonoa Phantasy Reverie (-75%) - A$17.48Katamari Damacy Reroll (-75%) - A$7.48Expiring Recent DealsGetsuFumaDen: Undying Moon (-33%) - A$46.55MySims: Cozy Bndl (-18%) - A$49New Super Mario Bros Del. (-14%) - A$69Children of Morta (-80%) - A$6.59This War of Mine Complete (-95%) - A$3Moonlighter (-90%) - A$3.74Or gift a Nintendo eShop Card.Switch Console PricesHow much to Switch it up?Back to topPurchase Cheap for PCAssetto Corsa EVO (-33%) - A$39.49Corsair M75 Air mouse (-45%) - A$99Skyrim Anniversary (-75%) - A$19.98Just Cause 4: Comp. (-85%) - A$16.97Slay the Spire (-66%) - A$12.57Expiring Recent DealsLogitech G502 X Plus (-68%) - A$178Age of Darkness: Final Stand (-65%) - A$14.34FC 25 (-60%) - A$43.98Frostpunk GOTY (-78%) - A$15.49Empire of the Ants Del. (-35%) - A$48.69Ready or Not (-40%) - A$47.99Or just get a Steam Wallet CardPC Hardware PricesSlay your pile of shame.Back to topExciting Bargains for XboxSonic Frontiers (-63%) - A$37The Witcher 3 Complete (-45%) - A$43.73Lords of the Fallen Del. (-67%) - A$39.95LEGO Marvel Collection (-44%) - A$49.95Hogwarts Legacy (-55%) - A$49Expiring Recent DealsThrustmaster Ferrari 458 (-18%) - A$220Turtle Beach Stealth Pivot (-18%) - A$204FC 25 (-55%) - A$49Elden Ring: Erdtree Ed. (-17%) - A$99.99Senua's Saga Hellblade II (-15%) - A$59.46Assassins Creed Shadows (-19%) - A$89Or just invest in an Xbox Card.Xbox Console PricesHow many bucks for a 'Box?Back to topPure Scores for PlayStationTop Spin (-40%) - A$36Need for Speed Unbound (-82%) - A$19Undisputed (-33%) - A$59.95Wreckfest (-75%) - A$9.98Logitech Shifter (-32%) - A$77Borderlands 3 Ult (-68%) - A$47Expiring Recent DealsPac-Man World Re-Pac (-23%) - A$42.55Gran Turismo 7 (-28%) - A$89.95Assassins Creed Shadows (-19%) - A$89FC 25 (-50%) - A$54.95Spidey Miles Morales Ult. (-45%) - A$69Persona 5 Royal (-50%) - A$49.75PS+ Monthly FreebiesYours to keep from Jan 7 with this subscriptionSuicide Squad: KTJL [PS5]NFS Hot Pursuit Remastered [PS4]The Stanley Parable: Ultra [PS4/5]Or purchase a PS Store Card.What you'll pay to 'Station.Back to topLegit LEGO DealsStar Wars: Onyx Cinder (-31%) - A$159 City: Tow Truck / Sports Car (-27%) - A$22Wicked: Emerald City (-24%) - A$129Expiring Recent DealsTechnic: Monster Jam (-37%) - A$39.99City: Space Construction Mech (-33%) - A$10City: Burger Van (-27%) - A$22Back to top Adam Mathew is our Aussie deals wrangler. He plays practically everything, often on YouTube.

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Instagram head Adam Mosseri just announced a video editing app called Edits. Mosseri said the app is meant to rival CapCut, a video editing app that went offline along with TikTok. Edits is available for preorder on the iOS App Store.Theres a lot going on right now, but no matter what happens, its our job to provide the best possible tools for creators, Mosseri said in a video posted to Instagram. He goes on to describe the app:Edits is more than a video editing app; its a full suite of creative tools. There will be a dedicated tab for inspiration, another for keeping track of early ideas, a much higher-quality camera (which I used to record this video), all the editing tools youd expect, the ability to share drafts with friends and other creators, and if you decide to share your videos on Instagram powerful insights into how those videos perform.This is what Edits will look like. Image: MetaThe insights he mentions include a live insights dashboard, a breakdown of follower and non-follower engagement, and metrics for how often users skip specific ones. It will also include editing tools that let people use green screens and video overlays, both common features of TikTok videos, according to its App Store listing.In a reply to The Verges Chris Welch on Threads, Mosseri said Meta has been working on the app for months. He also said it will end up pretty different than CapCut, adding that Edits will have a much broader range of creative tools and probably a smaller addressable audience.While Mosseri doesnt say as much in his video, the announcement feels like a clear push to get the app into peoples minds as the future of TikTok and other ByteDance-owned apps like CapCut remains in question. Edits will be available starting March 13th, 2025.Update, January 19th: Added a reply from Mosseri.

Donald Trump will take the presidential oath of office on Monday in front of the Capitol building in Washington, D.C., once again. The event takes place at noon ET and is expected to attract considerable attention from both supporters and opponents.How to stream Trumps inaugurationYou can watch the inauguration live with cable or by subscribing to a live TV streaming service (DirecTV Stream, Hulu Live TV, Sling, or YouTube TV) that provides access to ABC, CBS, CNN, CSPAN, Fox News, MSNBC, NBC, and PBS.All the above networks will also livestream it on YouTube. Weve included the links below. What to expect from Inauguration Day 2025We can anticipate a large turnout for the upcoming event, especially since Donald Trumps previous inauguration in 2017 was the largest live news event ever hosted by the content delivery network Akamai.While the guest list has not yet been confirmed, we can likely expect attendance from Joe Biden, members of Congress, the Supreme Court, Trumps family members, and incoming Vice President J.D. Vance. There will also be several tech leaders who reportedly plan to attend, including Elon Musk, Jeff Bezos, and Mark Zuckerberg.Carrie Underwood is expected to perform America the Beautiful.The main ceremony itself is predicted to last around two hours, based on events in the past. The swearing-in ceremony only lasts around 30 minutes. The entire livestream, which includes events like parades, performances, and other activities, is typically around 10 hours.

Im a beginner in creating Game VFX and usually my works feel computer generated because its all procedural. I wish to learn Hand painting textures and specifically flipbooks (texture animation), How can I get started? any Books, articles, websites suggestions could really help me a lot!(not my work, just for an example *image from VFX apprentice) 1 post - 1 participant Read full topic