Trump's three-word threat as Iran opens up new front and oil surges to $100 per barrel Harry has reached a new low. It's such a slap in the face to his father... especially after what the King's friend told me: RICHARD EDEN Bravo cheating scandal explodes as'jealous' Nashville influencer LEAKS steamy video to destroy her Texas rival... and reality star cowboy drops insane breakup texts: 'You f***ing sl**' Prince William's'decoy' girlfriend Bryony Daniels, 44, who helped royal sneak off with Kate at St Andrews gets her own happily ever after as she weds Duke of Sutherland's nephew in gold brocade Emilia Wickstead dress Chain's unlimited'Pasta Pass' returns for an eye-watering $100 after six-year hiatus - but fans are already complaining they'll never get one I've had one myself (and the humiliating sex encounter with a 26-year-old to prove it)... so trust me, I can see all the signs: LIZ JONES Shock moment Joy Behar kisses married The View guest on the lips on live TV and his wife's reaction is revealed Olivia Wilde fires off on'creature' Elon Musk as she recalls the first time she met the Tesla'trillionaire' When to worry about your beer belly... millions of men ignore their paunch but DR PHILIPPA KAYE reveals the signs that it could be dangerous - and the 30-second test you must take now As a mother of three, I hid my cocaine in the airing cupboard and used while my family slept. No one had a clue... but this is what it did to my sex life and parenting. Ed Harris's future on Dutton Ranch revealed after he begged to'get out' of Taylor Sheridan show'Shining light' homecoming queen, 18, dies of brain aneurysm just weeks after she graduated from top private school New Jennifer Lopez drama that means she and Ben Affleck STILL'can't escape each other'... two whole years after divorce: As she posts nearly naked selfie with humiliating detail... friends reveal what she'has to suck up' and his'prickly' outbursts Russia'is helping Iran strike CIA bases in Middle East', Western officials fear Brutal truth about Mounjaro-jowls Rosie O'Donnell.... even her $90,000 facelift can't hide this: CAROLINE BULLOCK Honest widower, 76, alerted IRS after they accidentally sent him $20k refund he wasn't owed... now its idiot staff are ruining his finances and threatening to seize his farm MORE: Urgent warning to brace for catastrophic'Ring of Fire' disaster as global megaquake chain reaction sparks fears for MILLIONS in its path: 'Super overdue' Tropical Storm Bertha is expected to strike the US coast for a second time as forecasters warn that millions of residents could feel the impact within hours. The heart of the storm has moved back into the Gulf of America after making its first landfall Wednesday afternoon in Alabama and Louisiana .

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Traditional Home Insurance Is Collapsing. A new, AI-assisted model of insurance is quietly exploding in disaster-prone areas--and may be coming for FEMA too. Is it the answer to climate change, or a trap? In 2019, when the worst flooding in recorded history spread across the entire Mississippi River basin, Colin Wellenkamp's phone rang for weeks. Wellenkamp runs a nonprofit called the Mississippi River Cities & Towns Initiative, which coordinates between mayors' offices in more than 100 river communities from northern Minnesota to southern Louisiana. As he describes it, his headquarters served as "one big virtual situation room" for relief agencies and municipalities up and down the central US.

The company has suspended operations in a second city. Autonomous cars are getting more capable all the time, but they remain a bit too willing to fight mother nature and lose. Case in point: Waymo has halted its robotaxi service in a second US city in the past fortnight due to issues with heavy rain and flooding. First reported by, the company has paused its operations in Atlanta after one of its self-driving vehicles was seen driving through a heavily flooded street, where it eventually got stuck for around an hour. This comes after Waymo also temporarily suspended its San Antonio service last week and issued a voluntary recall for nearly 4,000 robotaxis.

As a heuristic for improving test accuracy in classification, the flooding method proposed by Ishida et al. (2020) sets a threshold for the average surrogate loss at training time; above the threshold, gradient descent is run as usual, but below the threshold, a switch to gradient is made. While setting the threshold is non-trivial and is usually done with validation data, this simple technique has proved remarkably effective in terms of accuracy. On the other hand, what if we are also interested in other metrics such as model complexity or average surrogate loss at test time? As an attempt to achieve better overall performance with less fine-tuning, we propose a softened, pointwise mechanism called SoftAD (soft ascent-descent) that downweights points on the borderline, limits the effects of outliers, and retains the ascent-descent effect of flooding, with no additional computational overhead. We contrast formal stationarity guarantees with those for flooding, and empirically demonstrate how SoftAD can realize classification accuracy competitive with flooding (and the more expensive alternative SAM) while enjoying a much smaller loss generalization gap and model norm.

Time series forecasting has become a critical task due to its high practicality in real-world applications such as traffic, energy consumption, economics and finance,anddiseaseanalysis.

Urban flooding is expected to increase in frequency and severity as a consequence of climate change, causing wide-ranging impacts that include a decrease in urban Quality of Life (QoL). Meanwhile, policymakers must devise adaptation strategies that can cope with the uncertain nature of climate change and the complex and dynamic nature of urban flooding. Reinforcement Learning (RL) holds significant promise in tackling such complex, dynamic, and uncertain problems. Because of this, we use RL to identify which climate adaptation pathways lead to a higher QoL in the long term. We do this using an Integrated Assessment Model (IAM) which combines a rainfall projection model, a flood model, a transport accessibility model, and a quality of life index. Our preliminary results suggest that this approach can be used to learn optimal adaptation measures and it outperforms other realistic and real-world planning strategies.

Doctor's husband'was watching X-rated videos in his house while daughter, 2, died in roasting car outside' Florida's housing market is flashing a warning for the rest of the US Now scientists redefine'obese' - and they've made up to 60% more people'fat' Bella Hadid's health battle takes dark turn: Loved ones reveal hellish new details about'missing' model... as ominous texts emerge America's saddest lost soul can no longer SPEAK and spends days hitting herself'after years of unspeakable abuse by gangs of men' Shocking moment brazen gunman opens fire at Michigan businessman's Land Rover in daylight attack'You will DIE if you do not remove your breasts', doctors screamed at me. I refused and tried a new experimental therapy instead... now I'm cancer-free The world's most powerful passport revealed - as UK and USA both drop to record lows Police say they have FOUND woman seen in viral'kidnapping' video and reveal what happened to her after harrowing footage emerged Will Trump's Gaza peace deal fail? Policy expert MARK DUBOWITZ breaks down all the forces at play... and how the president can actually pull this off America's most renowned'prophet' makes startling prediction about alien'mothership' Kim Kardashian says she wasn't'emotionally or financially safe' during'toxic' marriage to Kanye West as she claims rapper hasn't contacted their children for MONTHS and has destroyed her dating life Astonishing interactive map lays bare where MILLIONS of homes will be submerged by water within a few years... are YOU at risk? Outrageous reason LA County CEO was awarded $2m payout for'hurt feelings' that'll see her take months off taxpayer-funded $570,000-a-year job Ugly divorce war between Mitt Romney's wealthy brother and estranged wife before she was found dead Full horrors of torture suffered by Noa Argamani's commando boyfriend are revealed - including how 6ft 5in hostage was beaten and kept chained in 6ft cell for a year after he tried to escape from Hamas Mother, 52, and daughter, 21, die after eating'poisoned birthday cake delivered by relative who owed them money' in Brazil Astonishing interactive map lays bare where MILLIONS of homes will be submerged by water within a few years... are YOU at risk? Millions of buildings and even more Americans could be at risk of sinking underwater by the end of the century. Researchers from McGill University in Canada warned rising sea levels, resulting from continued greenhouse gas emissions, threaten to wipe out coastal cities worldwide. Sea level rise measures the ocean's surface height over time.

While many such candidates are indeed essentially "optimal"