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ParalESN: Enabling parallel information processing in Reservoir Computing
arXiv:2601.22296v2 Announce Type: replace Abstract: Reservoir Computing (RC) has established itself as an efficient paradigm for temporal processing. However, its scalability remains severely constrained by the need to process temporal data sequentially and the prohibitive memory footprint of high-dimensional reservoirs. To address these limitations, we revisit RC through the lens of structured operators and state space modeling, introducing Parallel Echo State Network (ParalESN).
Republicans vs. the Fourteenth Amendment
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Test-case reducers are underappreciated debugging tools
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The back-channel bid to go soft on Maduro
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Bachelors vs families: Who is the ‘ideal resident’? Inside India's housing society divide
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This sommelier can’t easily consume alcohol. So he created non-alcoholic beverages for fine dining
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The station that shamed New York is finally getting an $8bn makeover
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Iranians back on internet after blackout — and send anti-regime videos viral
As Iran's internet comes online after months-long blackout, first posts send anti-regime videos viral Sun 31 May 2026 at 1:40pm After 88 days of internet blackout, Iranians have logged back online — flooding social media with long-delayed posts, videos and images from the last three months. The first videos to emerge provide new angles on the widespread anti-government protests that erupted between December 2025 and January this year. Authorities in Iran initially imposed a partial internet...
Trump to attend delayed White House Correspondents’ Dinner after shooting
Trump to attend delayed White House Correspondents’ Dinner after shooting Press freedom advocates, however, have warned that the dinner could give Trump a podium to attack the news media. The White House Correspondents’ Dinner, an annual gathering of politicians and reporters, has been rescheduled to July 24, following an attack on its originally scheduled date. The event was originally meant to unfold on April 25.