There's a mad dash to automate the world's most hated calls. You'll hear from an AI debt collector sometime soon. She introduced herself as Eve, but Ben knew right away that the voice on the other end of the line was a bot. She also knew how much money he'd owed a former landlord ($266). She didn't seem to know that he'd settled with a collection agency five months prior. Eve said she was an AI agent from ProCollect and was calling to collect a debt.

The Tokyo District Court on Monday found two former executives of artificial intelligence developer Alt guilty of window dressing in violation of the financial instruments and exchange law. The Tokyo District Court on Monday found two former executives of Japanese artificial intelligence developer Alt guilty of window dressing in violation of the financial instruments and exchange law. Former executive officer Katsuya Asai, 46, and former treasury and accounting division chief Takayuki Ariizumi, 53, were both sentenced to three years in prison, suspended for five years. The Tokyo-based company was fined ¥300 million ($1.89 million). Noting that fictitious sales at the firm reached about ¥11 billion in total, Judge Shoji Miyata said, "The window-dressing rate was extremely high, and the company achieved a stock listing that should not have been approved."

Single-pass uncertainty quantification (UQ) methods for classification represent uncertainty by predicting a tractable distribution over the class probability vector. While existing approaches primarily focus on enhancing the expressiveness of this distribution, they often provide limited insight into how predictive uncertainty is structured and aggregated, resulting in weak interpretability. We introduce the courtroom analogy, which conceptualizes uncertainty-aware classification as a structured debate among class-specific advocates. Each advocate forms a probabilistic opinion, and a final verdict is reached by aggregating these opinions using input-dependent plausibility weights. In this framework, each advocate's opinion is modeled as a Dirichlet distribution whose concentration parameter is decomposed into shared evidence and class-specific advocacy. This yields a structured mixture of Dirichlet distributions with semantically interpretable parameters. To instantiate this formulation, we propose Mixture of Dirichlet EXperts (MoDEX), a single-pass neural architecture that predicts the courtroom parameters, enabling efficient and expressive UQ while explicitly modeling uncertainty aggregation. We demonstrate that MoDEX enjoys strong theoretical properties and achieves state-of-the-art UQ performance across diverse benchmarks, yielding interpretable uncertainty estimates with meaningful semantics.

On London's streets, facial recognition tests the balance between security and liberty Temporary street signs warn pedestrians of a Metropolitan Police live facial recognition operation in London on May 11. | REUTERS London - Tourists, shoppers and office workers on a busy London street on an ordinary weekday found themselves part of a digital identity check as live facial recognition cameras scanned faces against a police watchlist. The operation was an example of a technology the Metropolitan Police say is transforming policing, helping officers arrest around 2,500 wanted people since the start of 2024, including suspects accused of violent and sexual offences. Critics, however, say live facial recognition undermines the presumption of innocence underpinning British law by treating every passerby as a potential suspect. In a time of both misinformation and too much information, quality journalism is more crucial than ever. By subscribing, you can help us get the story right.

A French woman and her partner will remain in custody after allegedly abandoning her two young boys on a roadside in the south of Portugal, a court has ruled. The boys were found on Tuesday evening crying beside a road near Alcacer do Sal, about 100km (60 miles) south of Lisbon. The woman and her partner, identified by authorities as Marine R and Marc B, were arrested in Fatima on Thursday. As they were being led into court on Saturday morning, the man shouted I love you in French and the boys' mother sang. A judge subsequently ordered the pair be placed in pre-trial detention, French and Portuguese media report.

Jeep faces being forced to change name over'cultural appropriation' under woke professor's plan to overhaul federal law Chinese coal mine explosion death toll jumps to 90 as Xi Jinping urges authorities to'spare no effort' in hunt for survivors Read sick NEW emails in the JPMorgan'sex slave' scandal as accuser finally breaks cover in first interview: 'OMG you bad girl' Taylor Swift's wedding invitation request has some guests so irked they're refusing to attend. Kyle Busch's son, 11, pays heartbreaking tribute to his dad... as NASCAR reveals symbolic gesture over legend's iconic No 8 Horrifying evidence that gruesome biblical tale of'unspeakable agony' is true... as most compelling discovery ever unearthed provides graphic proof of Christ's life CBS accused of dancing on Stephen Colbert's grave seconds after final episode of his money-losing talk show concluded Inside Selena Gomez's X-rated gamble: Why risqué new role'excites her' so much... and what husband Benny thinks Brigitte Macron, 73, thinks all women are predators and demands photos of any seeking jobs in the Elysee with Emmanuel, 48, according to gripping new book about the couple's marriage Detroit doctor who said'Love being a pedo' and'Love other pedos, so hot,' pleads guilty to trying to sexually abuse a BABY Eye-popping truth about X-rated behavior on America's cruises: Subtle door sign your shipmates are raring to go... and the notorious all-hands-on-deck romps Scientists issue urgent warning over'boy kibble' trend: Viral rice and mince meal prep leaves young men at risk of deadly food poisoning TikTok gym bros will do almost anything in the pursuit of easy gains, but scientists warn the latest trend could prove deadly. Body-conscious young men are now ditching their protein shakes in favour of a simple, bulky meal of ground mince and rice, nicknamed'boy kibble'. Fans of the cheap and cheerful recipe often try to save time by making huge batches of the protein-rich dish to eat throughout the week. However, microbiologists say that boy kibble is a'recipe for disaster'.

Survival analysis aims to estimate a time-to-event distribution from data with censored observations. Many existing methods either impose structural assumptions on the hazard function or discretize the time axis, which may limit flexibility and introduce approximation errors. We propose the Survival Diffusion Probabilistic Model (SDPM), a generative approach to continuous-time survival analysis. SDPM models the conditional distribution of the survival outcome, represented by the pair of observed time and censoring indicator, $\mathbb{P}(T,δ\mid \mathbf{x})$, using a denoising diffusion model. Under the assumption of conditionally independent censoring, conditional samples generated by the model can be transformed into survival function estimates using the Kaplan-Meier estimator. This formulation avoids parametric assumptions on the event-time distribution and does not require a discretization of the output time space. The model operates in a transformed target space, using standardized log-times and a continuous Gaussian-mixture representation of the censoring indicator. We evaluate SDPM on ten real survival datasets and compare it with five strong baselines, including tree-based, boosting-based, and neural survival models. Results show that SDPM achieves competitive predictive performance across C-index, integrated time-dependent AUC, and integrated Brier score. A study on synthetic Cox-Weibull data demonstrates that SDPM can recover the shape of an underlying continuous survival distribution more accurately than a strong nonparametric baseline when sufficiently many samples are generated. An ablation study confirms the importance of the proposed target-space transformations, which improve event-rate calibration, reduce invalid generated times, and provide consistent gains in predictive discrimination. Codes implementing the proposed model are publicly available.

'Creepy' Listening Tool for Targeted Ads Didn't Actually Work, FTC Says Three firms will pay nearly $1 million for selling "Active Listening" technology that they claimed tapped people's phones for advertising. The FTC alleges the "tech" was just pricey email lists. The Federal Trade Commission announced on Thursday that Cox Media Group and two other marketing companies, MindSift LLC and 1010 Digital Works, have agreed to collectively pay nearly $1 million to settle allegations that they deceived their customers--other businesses--by claiming that they could help target ads based on audio recordings collected from consumers' smart devices via a marketing service called Active Listening. In a statement to WIRED, a spokesperson for CMG says, "We are pleased to have this matter resolved. Our local marketing team relied on marketing materials provided to us by a third-party vendor about their product. We withdrew the materials expeditiously and stopped further use of the product."

Selena Gomez is reportedly bringing her talents to award-winning director's new four-hour X-rated movie Minka Kelly uncorks a heater at 45, ABS backfires spectacularly and LSU parents vs a security guard! Robot's lifeless corpse hauled off stage after fall during disastrous Michael Jackson impression Bear cubs spar on woman's front porch in adorable viral nature video, reactions pour in Show Tiffany Stratton some respect -- a boob job doesn't mean the WWE champ is made of plastic Britney Spears stuns with a post-plea deal Instagram dance, college baseball HOT mic & is this dream normal? Landlord in a tenant's home for repairs was caught on a security camera getting it on with a woman instead Paige Spiranac continues her generational golf content influencing run in 2026, Mike Alstott is ripped & MEAT! 'World's sexiest fan' drops her World Cup anthem and here's why you never assist a bike thief Wearing only a watch, a headlamp and flip-flops isn't a great disguise when trashing a neighbor's motion light Stephen Miller: The American people rejected'third world' Democratic policies by voting for Trump Former CENTCOM commander'concerned' about Iran's residual military capabilities Wall Street titans sound alarm on Mamdani's'reckless' targeting of top employers Retired general says Iran is fighting a'war of resistance' Kevin Warsh's potential Fed chairmanship sparks economic debate on inflation Minnesota fraud mastermind sentenced to 41.5 years in prison President Tiffany Hernandez said the school was'using a new AI system as our reader' and called it'a lesson learned' Kurt Knutsson discusses growing public backlash against AI, including former Google CEO Eric Schmidt being booed at a University of Arizona commencement. He further discusses the development of artificial eggs that could revive dead species. I'll be honest with you guys, I don't know what to make of my feelings toward artificial intelligence, because my mood on the subject changes by the day.

Bear cubs spar on woman's front porch in adorable viral nature video, reactions pour in Show Tiffany Stratton some respect -- a boob job doesn't mean the WWE champ is made of plastic Britney Spears stuns with a post-plea deal Instagram dance, college baseball HOT mic & is this dream normal? Landlord in a tenant's home for repairs was caught on a security camera getting it on with a woman instead Paige Spiranac continues her generational golf content influencing run in 2026, Mike Alstott is ripped & MEAT! 'World's sexiest fan' drops her World Cup anthem and here's why you never assist a bike thief Wearing only a watch, a headlamp and flip-flops isn't a great disguise when trashing a neighbor's motion light Paige Spiranac's swing is so hot it gets flagged as she hits the course in country club approved attire Hannah Jeter makes rare public appearance and still fires heat, Shania Twain's new look stuns & HOA Karen! Minnesota fraud mastermind sentenced to 41.5 years in prison America 250: One Step - Armstrong's Walk on the Moon Democratic Senate candidate Graham Platner's old social posts stir up controversy Mideast awaits Trump's'critical' next move as US-Iran negotiations fail OutKick-Culture Robot's lifeless corpse hauled off stage after fall during disastrous Michael Jackson impression Bizarre footage captured the chaotic moment a service robot appeared to spin out of control at a restaurant near San Jose, California, leaving staff struggling restrain the uncontrollable humanoid. We're in the era of robotics before they enslave the human race, when we make them do fun stuff like fold our clothes and board Southwest flights . However, I think we're playing it fast and loose because all it's going to take is one embarrassing Michael Jackson impression for a robot to go, You know what?