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Sea level rise could be even worse than we thought: Satellite images reveal how tides can vary by almost a metre across a single bay

Daily Mail - Science & tech

You're viewing the US edition You can switch to the UK or AU homepage at any time using this menu. His penis grew by a THIRD in minutes after game-changing new enlargement method... now thrilled patient bares all and declares: 'My phone's already buzzing' Hoover Dam's horror threat to 40 million Americans: As'tipping point' is reached... expert warns residents in THREE states to brace Supreme Court clears path for Trump's mail-in voting crackdown ahead of make-or-break midterms No one will dare say it out loud... but there's only one bombshell way Harry and Meghan's'half-in, half-out' new life in Britain can work: ROBERT JOBSON Enes Kanter Freedom hits back at'terrified' WNBA as he learns draft fate after ex-NBA star was ejected from game over explosive courtside clash The 10-cent supplement that turbocharges your Mounjaro AND reduces your cholesterol: Most patients won't have heard of it, but now experts reveal why anyone on jabs must take it - and how it can stop you putting weight back on James Blunt breaks silence on claims he was'famous British singer' who Hayden Panettiere was put into bed with when she was 18 Glamorous Duke University influencer accused of astonishingly sly plot... as students reveal blistering evidence Brian Hickerson's dark family secrets outed by his own sister... who reveals moment his'demons' took over... and real reason Hayden Panettiere kept going back Mother of three young boys who vanished on Thanksgiving 2010 while being cared for by their dad admits she is a PEDOPHILE at ex's murder trial Veteran actor who quit Hollywood for extreme career change steps out at 86... can you guess who? Truth about the $10 fast food challenge: From McDonald's to Raising Cane's and Chipotle, I hit every major spot to get the biggest bang for my buck... the winner stunned me Dodgers star's wife shares stunning vacation photos... three weeks after being hospitalized in terrifying health scare Entitled Oregon woman had huge tantrum after being told to get her dog's paws off coffee shop counter... then she got a taste of her own medicine Sea level rise could be even worse than previously thought for some unlucky coastal communities, as scientists uncover a massive difference in local tides. Satellite images have revealed that tides can vary by almost a metre across the length of a single bay. This means that some parts of the coast are at far greater risk of coastal flooding, saltwater intrusion, and pollution spills than their nearby neighbours.


Flooding across Caracas, Venezuela, after heavy rains

Al Jazeera

Heavy rains triggered flooding across Caracas, Venezuela, after the El Valle River overflowed, submerging parts of a major highway and its surrounds. Authorities deployed emergency teams as rising waters stranded motorists and damaged trees and power lines. Chinese robot beats Usain Bolt's 100m world record at humanoid games Thousands flee Sudan's Kordofan fighting for relative safety of El Obeid Iran threatens countries that join US'economic D-Day' More than 200,000 newly displaced in Sudan's Kordofan region


Urgent evacuation warnings as Tropical Storm Bertha makes second landfall on US coast TODAY

Daily Mail - Science & tech

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 .


Rising Sea Levels Are Already Remaking Reality in This North Carolina Community

TIME - Tech

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Traditional Home Insurance Is Collapsing. Here's What Could Fill the Gap

WIRED

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.


Waymos in Atlanta and San Antonio keep driving into flooded roads

Engadget

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.


Soft ascent-descent as a stable and flexible alternative to flooding

Neural Information Processing Systems

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.



WaveBound: DynamicErrorBoundsforStableTime SeriesForecasting

Neural Information Processing Systems

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.


Incorporating Quality of Life in Climate Adaptation Planning via Reinforcement Learning

arXiv.org Artificial Intelligence

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.