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TAO: Tolerance-Aware Optimistic Verification for Floating-Point Neural Networks
arXiv:2510.16028v4 Announce Type: replace Abstract: Neural networks increasingly run on hardware outside the user's control (cloud GPUs, inference marketplaces). Yet ML-as-a-Service reveals little about what actually ran or whether returned outputs faithfully reflect the intended inputs. Users lack recourse against service downgrades (model swaps, quantization, graph rewrites, or discrepancies like altered ad embeddings).
Tool-Aware Optimization with Entropy Guidance for Efficient Agentic Reinforcement Learning
arXiv:2606.03762v1 Announce Type: new Abstract: Agentic reinforcement learning (RL) equips large language models (LLMs) with tool-use capabilities that substantially improve reasoning on complex tasks. However, integrating external tools often destabilizes training: over-reliance on tools can induce input distribution shift, while overly conservative tool use limits effective exploration. To address this issue, we propose a unified framework TAO-RL that couples tool-aware trajectory...
HD-DinoMoE: A Class-Aware Hierarchical Dual Mixture-of-Experts Network for Scleral Anomaly Segmentation in Complex Acquisition Scenarios
Announce Type: new Abstract: Traditional Chinese Medicine (TCM) ocular inspection provides empirical cues for assessing scleral surface anomalies, but its clinical use remains subjective and difficult to quantify. To support intelligent and quantifiable ocular inspection, this study presents the TCM-inspired Artificial Intelligence Ocular Auxiliary Diagnosis System (TAO) and focuses on pixel-level scleral surface anomaly segmentation. For clinical and user-acquired images affected by...
Family of Los Alamos lab worker found dead near handgun rejects suicide theory, suspects foul play
The family of a worker at Los Alamos National Laboratory in New Mexico found dead next to a handgun over the weekend has rejected the idea that she would have killed herself, and some relatives believe foul play may have been involved. Melissa Casias, 54, vanished on June 26, 2025, from Taos, New Mexico, according to authorities. Relatives on her parents' side of the family wrote on Facebook that the area where she’d be found, in the McGaffey Ridge area of Carson National Forest, had been...
New Mexico identifies remains of nuclear lab employee missing for a year
Remains of Los Alamos employee Melissa Casias found alongside handgun in case that stirred online speculationAuthorities in New Mexico have identified human remains which they recently discovered as those of a Los Alamos National Laboratory (LANL) employee who had been missing for more than a year. In a statement released over the weekend, state police said the remains belonged to Melissa Casias, a 53-year-old resident of Taos, New Mexico, who was last seen walking eastbound along a state...
Maths genius, devoted mum, headline-making CEO on King's Birthday Honours roll
Almost 950 'outstanding' Australians on 2026 King's Birthday Honours list Sun 7 Jun 2026 at 10:19pm In short: The 2026 King's Birthday Honours showcase 949 Australians. Recipients are nominated by the public and recommended to the Governor-General by the independent Council for the Order of Australia. A significant gender imbalance remains, with 230 women and 471 men in the general division.
History of CentOS: How a biochemist's Linux hobby project became the enterprise world's default operating system
INTERVIEW Gregory Kurtzer, CentOS's founder, tells the story of how the Red Hat Enterprise Linux clone was born of a small group of rebuild hackers and Linux fans who were angry that Red Hat Enterprise Linux had replaced Red Hat Linux and convinced they could do better. Back in 2003, Linux fans were ticked off at Red Hat because they were replacing the end-user-friendly Red Hat Linux with the business-oriented Red Hat Enterprise Linux (RHEL). It was a smart move for Red Hat, but users were...
Graph Mamba Survival Analysis Based on Topology-Aware ordering
arXiv:2606.02602v1 Announce Type: new Abstract: In computational pathology, Whole Slide Images (WSIs) survival analysis is crucial for patient prognosis assessment, but it faces multiple technical challenges. Although the Transformer captures long-range dependencies through its self-attention mechanism, its $O(N^2)$ time complexity causes a severe computational bottleneck in large-scale WSIs graph structures. The Mamba model breaks through the Transformer's computational bottleneck with...
A golden age of maths is dawning and mathematicians are freaking out
I am attempting to solve a mathematical conundrum that has stumped many of humanity’s greatest thinkers. I have zero mathematical training, apart from a distant undergraduate physics degree, which should put my odds of success at slim to none. But I also have a trick up my sleeve – a kind of mathematical genie that can conjure arcane secrets seemingly out of thin air.
Mathematicians say 'don't believe hype' on AI capabilities
Mathematicians say 'don't believe hype' on AI capabilities Andrew Zinin Lead Editor Dozens of mathematicians signed a declaration Tuesday calling for the discipline to resist beating the drum for artificial intelligence developers. The "Leiden Declaration," backed by over 150 professors from across the world including Europe, Japan and the US, warned governments especially not to "believe the hype" about systems' math abilities. Their intervention follows claims of increasing capability from...