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LAGO: A Local-Global Optimization Framework Combining Trust Region Methods and Bayesian Optimization

arXiv:2603.02970v2 Announce Type: replace Abstract: We introduce LAGO, a LocAl-Global Optimization framework coupling Bayesian Optimization (BO) and gradient-based trust region local refinement through an adaptive competition mechanism for smooth expensive-to-evaluate objective functions with available gradients. At each iteration, global and local optimization strategies independently propose candidate points, and the next evaluation is selected based on predicted improvement. LAGO...

arXiv CS 2d ago

Todd Blanche exposes how aggressive Biden DOJ targeted low-level Mar-a-Lago employees

Acting Attorney General Todd Blanche said the Biden-era Department of Justice’s investigation into President Donald Trump was so expansive that even Mar-a-Lago staffers, including gardeners and low-level aides, had to retain criminal defense attorneys. Speaking on the "Hang Out with Sean Hannity" podcast, Blanche explained the scope of the probe and framed it as evidence of a "weaponized" justice system. "Virtually anybody associated with President Trump had to get a criminal defense...

Fox News 6d ago

Fuel hikes: Is ride-hailing becoming a luxury in Lagos?

Rising fuel costs and increased fares are changing the landscape of ride-hailing in Lagos. Some commuters are increasing their reliance on the service, while others are reducing their use, switching apps, or opting for more affordable transport options.

Deutsche Welle 11d ago

Trump says he’s an ‘innocent man who has been horribly treated’ in Truth Social spree lashing out at enemies

Trump says he’s an ‘innocent man who has been horribly treated’ in Truth Social spree lashing out at enemies President Donald Trump fires out multiple social media posts on Monday night stewing over old grievances, from his ‘hush money’ trial to the FBI raid on Mar-a-Lago four years ago - Bookmark - CommentsGo to comments Donald Trump has launched another series of attacks in a late night Truth Social spree, posting on long-standing grievances ranging from the FBI raid on Mar-a-Lago to...

The Independent World 8d ago

The Romance Scammer Who Made a Small Fortune Posing as a WWE Superstar

For the first edition of WIRED Book Club, we've chosen Carlos Barragán’s The Yahoo Boys: Love, Deception, and the Real Lives of Nigeria’s Romance Scammers. Barragán took an old-school shoe-leather approach to a very online subject, flying to Lagos to embed himself with a group of young, desperate grifters. The account he brings back is a funny, sad, enraging read about how the internet can fuel heartbreak.

Wired 9d ago

Climate vulnerable residents in Nigeria are creating makeshift adaptation systems

Climate vulnerable residents in Nigeria are creating makeshift adaptation systems Gaby Clark Scientific Editor Andrew Zinin Lead Editor Residents in informal settlements in Lagos—who are among the most vulnerable to climate change—have developed sophisticated, multi-scale climate adaptation systems and are earning a living from climate action, a new study by Brianna Castro, assistant professor of urban sustainability at the Yale School of the Environment, found. However, government policies...

Phys.org 5d ago

‘Now people stop to ask their names and even stroke them’: Nigerians embrace dogs as pets

As social attitudes shift and concern for animal rights grows, the dog meat tradition in many parts of Nigeria is increasingly being questionedEvery weekend in Lagos, 36-year-old Izien Aigbodion walks down his street with his three dogs – a poodle and two chow chows. Neighbours and passersby, more used to seeing dogs in cages than walking on leashes beside their owners, stop to stare. With treats in one pocket and a bottle of water in the other, he pauses to calm his most skittish dog.

The Guardian UK 2d ago

Dangote Is Doubling Giant Oil Refinery and Plotting Trading Push

A surge tank at the Dangote Industries Ltd. oil refinery and fertilizer plant site in the Ibeju Lekki district of Lagos, Nigeria, on Monday, May 22, 2023. Aliko Dangote, Africa’s richest person, announced the opening of a mega refinery in Nigeria — seven years late — to a backdrop of skepticism about how fast it will really be able to ramp up.

Bloomberg Markets 5d ago

Why Trump Wants to Celebrate His Birthday With a Cage Fight

As President Trump prepares to host UFC cage fights on the White House lawn to celebrate 250 years of American democracy and his own 80th birthday, viewers who dig displays of domination will be exhilarated. But why stop at blood sport?The ratings could be higher if Trump added even more provocative spectacles. Have J. D. Vance sit in a dunk tank in the Rose Garden where any Mar-a-Lago member can have a throw!

The Atlantic 4d ago

Add to playlist: the introspective ‘Afromood’ of Nigerian star Strei and the week’s best new tracks

Less interested in spectacle than vibe, the Delta State artist’s subtle atmospheric projects are carving a quietly distinctive pathFrom Delta State, NigeriaRecommended if you like Omah Lay, Rema, XXXTentacion, Juice WRLDUp next Album Night out nowBorn and raised in Delta State and now based in Lagos, Strei is part of a new generation of Nigerian musicians turning away from Afropop’s extroverted certainties and towards something more inward-looking. His self-described “Afromood” sound retains...

The Guardian UK 4d ago