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Incorporating Geographical and Temporal Contexts into Generative Commonsense Reasoning

Neural Information Processing Systems

Recently, commonsense reasoning in text generation has attracted much attention. Generative commonsense reasoning is the task that requires machines, given a group of keywords, to compose a single coherent sentence with commonsense plausibility. While existing datasets targeting generative commonsense reasoning focus on everyday scenarios, it is unclear how well machines reason under specific geographical and temporal contexts.






Listening to "The Joe Rogan Experience"

The New Yorker

How a gift for shooting the shit turned into an online empire--and a political force. Trust in American mass media has plummeted; more than three thousand newspapers have disappeared in the past two decades, and many people get their news from social platforms. In this chaotic media multiverse, Rogan has emerged as a figure of singular influence. For a long time, I stayed up through the night listening to tall-tale tellers, U.F.O. I could not get enough of it. I was a fairly ordinary kid, Jersey-born, but the house I lived in was shadowed by illness. My mother had been diagnosed with a debilitating neurological disease when she was in her early thirties. Every year, she got worse. During the day, I wanted nothing more than to please my mother, do well in school, lighten her load. At night, I wanted only to climb into the shelter of my bed and turn on the radio. I was hungry for elsewhere, for other lives--for what was being said down the street, over the bridge, beyond the horizon. On clear nights, the signal was strong. You could hear the country expressing itself incessantly: everyone was phoning in, suggesting three-way trades, bitching about the mayor, speaking in tongues, raging, joking, climbing out on a ledge and threatening to jump. When I wanted a few hours of sleep before school, I tuned in to a ballgame on the West Coast. The staticky murmur of the crowd in Anaheim or Chavez Ravine was a sure slide to oblivion. Mostly, though, I wanted nothing to do with sleep. Mostly, I was tuned in, midnight to five-thirty, to "The Long John Nebel Show."



Physics-informed Blind Reconstruction of Dense Fields from Sparse Measurements using Neural Networks with a Differentiable Simulator

Aloni, Ofek, Fishbain, Barak

arXiv.org Machine Learning

Generating dense physical fields from sparse measurements is a fundamental question in sampling, signal processing, and many other applications. State-of-the-art methods either use spatial statistics or rely on examples of dense fields in the training phase, which often are not available, and thus rely on synthetic data. Here, we present a reconstruction method that generates dense fields from sparse measurements, without assuming availability of the spatial statistics, nor of examples of the dense fields. This is made possible through the introduction of an automatically differentiable numerical simulator into the training phase of the method. The method is shown to have superior results over statistical and neural network based methods on a set of three standard problems from fluid mechanics.


US military 'war room' jet spotted leaving Washington DC as unrest grips the nation

Daily Mail - Science & tech

US military'war room' jet spotted leaving Washington DC as unrest grips the nation A simple trick cured my tinnitus after a long-haul flight left me in misery for months. Here's the miracle method I wish everyone knew Insidious secret life of promiscuous neurosurgeon found dead in his $2.5m mansion Impeachment whistleblower launches Senate campaign in Trump's home state: 'Our country is in chaos' Gavin Newsom's ballyhooed'care first' $236 million mental health push helps ONLY 22 people in four years Lawyer, 44, who died on flight to London after falling asleep on her mother's shoulder had undiagnosed cardiac condition, inquest hears Heart stopping video shows toddler fly out of mother's Mercedes SUV at busy LA intersection Food Network star Valerie Bertinelli's heartbreaking struggles laid bare after confession about shock firing My perfect life at $2m Manchester-by-the-Sea mansion took nasty turn when neighbors tried to ban me from getting a gun because of my HUSBAND - now I've had the last laugh ICE agents WILL be present at Milan Cortina Winter Olympics, officials confirm... despite furious response from locals Winter Storm Fern death toll climbs to 34 after brutal freeze batters the US... and meteorologists warn even colder weather is on the way Coco Gauff's behind-the-scenes meltdown at the Australian Open: World No 3 smashes racket in a rage after losing in just 59 minutes - and it was all caught on camera Is Angelina Jolie quitting America? Private struggles emerge... as actress weighs major lifestyle that threatens to rupture her family Brandi Glanville debuts dramatic new look after facial disfigurement caused by'parasite'... see RHOBH alum now Martha Stewart breaks political silence after being urged by teenage granddaughter: 'Things must change' US military'war room' jet spotted leaving Washington DC as unrest grips the nation The US Air Force's Boeing C-40B Clipper is currently flying west after departing Washington DC Tuesday morning on an undisclosed mission. The aircraft, often described as an airborne'war room' or'flying office,' is used to transport high-priority personnel, including Cabinet members, combatant commanders and senior military leaders. It also provides secure, global communications capabilities for VIP transport and special missions.