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Effective Training Principles of Physical Reservoirs
arXiv:2606.10130v1 Announce Type: new Abstract: Reservoir computers benefit from the inherent complexity of optical phenomena, which provide rich, often nonlinear dynamics. However, training directly on the reservoir's output renders the system prone to overfitting and computationally inefficient during the training phase. In this work, we investigate strategies to mitigate overfitting and reduce computational overhead through output pruning and regularization.
How I Get Free Traffic from ChatGPT in 2025 (AIO vs SEO)
Three weeks ago, I tested something that completely changed how I think about organic traffic. I opened ChatGPT and asked a simple question: "What's the best course on building SaaS with WordPress?" The answer that appeared stopped me cold.
Badenoch criticises Macpherson report and calls for more stop and search
Tory leader takes aim at police guidance and says more black boys searched means more black lives savedKemi Badenoch has argued that Britain took a wrong turn after the landmark Macpherson report into the racist killing of Stephen Lawrence, and said that it didn’t matter how many young black boys were stopped and searched by police. The Conservative leader made the comments as she announced plans to scrap the obligation on public bodies to consider how they can promote equality as she seeks...
How a drone boat rescued Apache helicopter pilots stranded in darkness near Strait of Hormuz
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Reinforcement Learning-Enabled Agent for Transmitter Optimization in Digital-Analog Radio-over-Fiber Fronthaul
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GPU Forecasters: Language Models as Selective Surrogates for Kernel Runtime Optimization
Announce Type: new Abstract: GPU kernels are the workhorse of modern deep learning, and optimizing them (via evolutionary search or coding agents) usually requires repeated measurement on target hardware. While these measurements provide the ground-truth signal necessary for kernel search, they are costly, because each evaluation of a kernel requires compilation and repeated execution on a GPU. As improvements in LLM inference reduce the cost of writing novel kernels and LLM-driven searches...
Badenoch criticises Macpherson report and calls for more stop and search
Tory leader takes aim at police guidance and says more black boys searched means more black lives savedUK politics live – latest updatesKemi Badenoch has argued that Britain took a wrong turn after the landmark Macpherson report into the racist killing of Stephen Lawrence, and said that it didn’t matter how many young black boys were stopped and searched by police. The Conservative leader made the comments as she announced plans to scrap the obligation on public bodies to consider how they...
Badenoch criticises Macpherson report and calls for more stop and search
Tory leader takes aim at police guidance and says more black boys searched means more black lives savedUK politics live – latest updatesKemi Badenoch has argued that Britain took a wrong turn after the landmark Macpherson report into the racist killing of Stephen Lawrence, and said that it didn’t matter how many young black boys were stopped and searched by police. The Conservative leader made the comments as she announced plans to scrap the obligation on public bodies to consider how they...
$O(n +f(k))$: Truly Linear FPT
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I Don't Want My Search Engine to Think for Me
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