FAiT
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FAiT: Frequency-Aware Inverted Transformer for Multivariate Time Series Forecasting
arXiv:2606.01306v1 Announce Type: new Abstract: While Transformer-based architectures have established themselves as a dominant paradigm in Multivariate Time Series Forecasting (MTSF), their core self-attention mechanism inherently functions as a low-pass filter, systematically smoothing out high-frequency signals vital for sharp local changes. Recent advancements have increasingly incorporated frequency-domain operations to address this bias, however, most existing designs rely on fixed...
What happens when a gas company abandons an entire city?
Many households want to electrify. But who pays when the gas utility walks away? Jun 2026 at 4:56am In the expanse of his restaurant's kitchen, Les Palmer fixes a trained eye on the grill.
Trump could also tear down the Statue of Liberty, DOJ argues in defense of White House ballroom
A federal appeals court panel expressed skepticism Friday about the Trump administration’s view that courts are powerless to stop the construction of the White House ballroom now that the East Wing had been demolished. Two members of a three-judge panel of the U.S. Court of Appeals for the District of Columbia Circuit repeatedly pressed administration lawyers about its argument that President Donald Trump’s pet project — now well underway — could not be stopped by the courts even if it was...
Hegseth tempers China criticism at Asia forum
SINGAPORE — Defense Secretary Pete Hegseth on Saturday delivered the message to Asia that he’s been preaching to European allies, framing the relationship in more transactional terms while sidestepping the biggest military flashpoint in the region. He called for “drama-free” ties in a major policy speech to Asian officials that made no mention of Taiwan, a rare omission for a Defense secretary about the self-governing island that China claims as its own. He instead called for Washington and...