Tootfinder

Giddy up.
✅ PowerToys 0.95 is here: new Light Switch utility, faster Command Palette, and Peek with Spacebar - Windows Command Line
https://devblogs.microsoft.com/commandline/powertoys-0-95-is-her…

PowerToys 0.95 is here: new Light Switch utility, faster Command Palette, and Peek with Spacebar
New month, new release! This one’s packed with quality-of-life improvements, performance boosts, and a bunch of long-standing community requests finally checked off the list — all while keeping the focus on fundamentals like speed and reliability! Get the update by checking for updates in PowerToys or heading to the release page. Let’s dive in! 🆕 […]

Active Subspaces in Infinite Dimension
Poorbita Kundu, Nathan Wycoff
https://arxiv.org/abs/2510.11871 https://arxiv.org/pdf/2510.11871

Active Subspaces in Infinite Dimension
Active subspace analysis uses the leading eigenspace of the gradient's second moment to conduct supervised dimension reduction. In this article, we extend this methodology to real-valued functionals on Hilbert space. We define an operator which coincides with the active subspace matrix when applied to a Euclidean space. We show that many of the desirable properties of Active Subspace analysis extend directly to the infinite dimensional setting. We also propose a Monte Carlo procedure and discus…

Sometimes hacking a computer means a whole different thing...
In this use, I'm actually hacking (with a hacksaw) the case apart to add an I/O shield (custom made) so I can fit an older motherboard that was not designed for this case.
And thank you to Gateway for making me do this by not using a removable shield and instead stamping every hole they needed and covering them with a sticker if they weren't on this model. 🤦‍♂️

SemCSE-Multi: Multifaceted and Decodable Embeddings for Aspect-Specific and Interpretable Scientific Domain Mapping
Marc Brinner, Sina Zarrie{\ss}
https://arxiv.org/abs/2510.11599

SemCSE-Multi: Multifaceted and Decodable Embeddings for Aspect-Specific and Interpretable Scientific Domain Mapping
We propose SemCSE-Multi, a novel unsupervised framework for generating multifaceted embeddings of scientific abstracts, evaluated in the domains of invasion biology and medicine. These embeddings capture distinct, individually specifiable aspects in isolation, thus enabling fine-grained and controllable similarity assessments as well as adaptive, user-driven visualizations of scientific domains. Our approach relies on an unsupervised procedure that produces aspect-specific summarizing sentences…

A novel imaging solution, called
"prostate-specific membrane antigen (PSMA) positron emission tomography (PET) scanning",
can more effectively detect the recurrence of prostate cancer
compared to standard imaging methods,
and is associated with improved survival outcomes.

New imaging technique boosts survival in prostate cancer patients
A multicenter study led by London Health Sciences Centre Research Institute (LHSCRI), Lawson Research Institute of St. Joseph's Health Care London (Lawson), and University Health Network (UHN) has found a novel imaging solution, called prostate-specific membrane antigen (PSMA) positron emission tomography (PET) scanning, can more effectively detect the recurrence of prostate cancer compared to standard imaging methods, and is associated with improved survival outcomes.

Task-Specific Dual-Model Framework for Comprehensive Traffic Safety Video Description and Analysis
Blessing Agyei Kyem, Neema Jakisa Owor, Andrews Danyo, Joshua Kofi Asamoah, Eugene Denteh, Tanner Muturi, Anthony Dontoh, Yaw Adu-Gyamfi, Armstrong Aboah
https://arxiv.org/abs/2510.11907

Task-Specific Dual-Model Framework for Comprehensive Traffic Safety Video Description and Analysis
Traffic safety analysis requires complex video understanding to capture fine-grained behavioral patterns and generate comprehensive descriptions for accident prevention. In this work, we present a unique dual-model framework that strategically utilizes the complementary strengths of VideoLLaMA and Qwen2.5-VL through task-specific optimization to address this issue. The core insight behind our approach is that separating training for captioning and visual question answering (VQA) tasks minimizes…

Coordinate Condensation: Subspace-Accelerated Coordinate Descent for Physics-Based Simulation
Ty Trusty
https://arxiv.org/abs/2510.12053 https://arxiv.org/…

Coordinate Condensation: Subspace-Accelerated Coordinate Descent for Physics-Based Simulation
We introduce Coordinate Condensation, a variant of coordinate descent that accelerates physics-based simulation by augmenting local coordinate updates with a Schur-complement-based subspace correction. Recent work by Lan et al. 2025 (JGS2) uses perturbation subspaces to augment local solves to account for global coupling, but their approach introduces damping that can degrade convergence. We reuse this subspace but solve for local and subspace displacements independently, eliminating this dampi…

Hierarchical Federated Learning for Crop Yield Prediction in Smart Agricultural Production Systems
Anas Abouaomar, Mohammed El hanjri, Abdellatif Kobbane, Anis Laouiti, Khalid Nafil
https://arxiv.org/abs/2510.12727

Hierarchical Federated Learning for Crop Yield Prediction in Smart Agricultural Production Systems
In this paper, we presents a novel hierarchical federated learning architecture specifically designed for smart agricultural production systems and crop yield prediction. Our approach introduces a seasonal subscription mechanism where farms join crop-specific clusters at the beginning of each agricultural season. The proposed three-layer architecture consists of individual smart farms at the client level, crop-specific aggregators at the middle layer, and a global model aggregator at the top le…

Trump said Tuesday that the United States could step in to disarm Hamas
— “quickly and perhaps violently”
— if the organization did not do so itself,
a potential vulnerability in a U.S.-brokered ceasefire agreement
that has tentatively brought an end to two years of war between Israel and Hamas in Gaza.

Hamas, which has controlled Gaza for nearly two decades,
has not yet publicly agreed to or signed anything that specifies how it will disarm,
though …

Trump says U.S. will disarm Hamas if it does not do so itself
Hamas has not yet publicly agreed to or signed anything that specifies how it would disarm, but Trump suggested he had received verbal assurances.

The Lego (building) table is finished. My son already has plans to move his in progress build to finish it.
#woodworking
#finished