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Surrogate Neural Architecture Codesign Package (SNAC-Pack)
arXiv:2605.16138v2 Announce Type: replace Abstract: Neural architecture search (NAS) is a powerful approach for automating model design, but existing methods often optimize for accuracy alone or rely on proxy metrics such as bit operations (BOPs) that correlate poorly with hardware cost. This gap is particularly large for FPGA deployment, where cost is dominated by a multi-dimensional budget of lookup tables, DSPs, flip-flops, BRAM, and latency. We present the Surrogate Neural Architecture...
Can A.I. produce writing that we want to read?
In the previous installment of this series on the future of higher education, I talked with professors about the ways that A.I. has changed their classrooms. Most felt despair over the breakdown of a contract between student and teacher, one predicated on the faith that, even if students weren’t always perfect, they would at least challenge themselves to think every once in a while. If students rely on A.I. summaries to do their “reading” for them, if they don’t attempt to put their ideas...
Precomputed 1D-CNNs for Atrial Fibrillation Detection on Tiny Smart Sensor Systems
Announce Type: replace Abstract: 1D-CNNs play a crucial role for time-series analysis on tiny smart sensor systems, e.g. for biosignal analysis, predictive maintenance, or structural health monitoring. LUTbased precomputation has emerged as an interesting optimization technique to implement such neural networks on FPGAs. The core idea is to precompute all possible outputs of a neural network layer and store them directly in the lookup tables of the FPGAs.
Von der Leyen’s AI pick triggers conflict-of-interest criticism
BRUSSELS — The appointment of Siemens’ chairman as a European Commission adviser on industrial AI is triggering a backlash in Brussels, weeks after the German engineering giant helped secure a rollback of the EU’s AI rules. “My first reaction was just: Wow,” said Kim van Sparrentak, a Dutch lawmaker who led the work on the AI file for the Greens in the European Parliament. “They fought hard against AI rules for themselves, they lobby against technological sovereignty,...
Backrooms is a reminder that the internet is the future of cinema
Backrooms is a reminder that the internet is the future of cinema Kane Parsons joins plenty of other YouTubers who’ve made their way to the big screen. The story behind the Backrooms is almost as trippy as the film itself. Kane Parsons taught himself how to use Adobe After Effects and Blender as a teenager, experimented with online short films, and rose to online fame with his first Backrooms short in 2022 (which now has nearly 80 million views).