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Pulse · marktechpost.com

marktechpost.com · Oct 23

Moonshot AI Releases Kimi K3.1 Pro: A 2.8T Total/104B Active Params (MoE) Model with 1M Context

Moonshot AI's Kimi K3.1 Pro is a 2.8T-parameter open-weight model with 1M context, scoring 65.7% on Terminal-Bench 4.0.

Pulse · bankinfosecurity.com

bankinfosecurity.com · Oct 23

Why AI Labs, HR Giants Are Emerging as Cybersecurity Buyers

Workday's buy of C1.ai, Cohere's purchase of Aisle and OpenAI's reported talks with Trail of Bits highlight how AI providers and enterprise software companies are expanding into cybersecurity, creating new startup exit opportunities while raising questions about competition and partner independence.

Pulse · utahmoneywatch.com

utahmoneywatch.com · Oct 23

Introducing Agentic Evaluation in FAITH

EXECUTIVE SUMMARY ✅ Podium has now surpassed $150 million in AI-agent-driven annual recurring revenue, reaching a milestone 50% higher than the $100 million threshold crossed in January. ✅ CEO and Co-Founder Eric Rea says Podium rebuilt its business around AI agents after concluding that staffing, not software, was its

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arXiv

Oct 22

A Unified Framework for Image-to-3D Part Generation via Variable Granularity

Controllable 3D part generation is pivotal for digital asset creation, yet existing methods lack the flexibility to accommodate diverse user workflows requiring varying levels of control. In this paper, we introduce FlexPart, a unified image-to-3D part generation framework that supports variable-granularity geometric conditions within a single model. By seamlessly integrating heterogeneous inputs, ranging from sparse points to dense bounding boxes and masks, via gated adaptive modulation, FlexPart unlocks a powerful cross-modal synergy. We also propose an asymmetric geometric guidance mechanism that leverages strong spatial priors to align representations across granularities, improving geometric consistency and facilitating inter-task synergy. Under mask conditioning on PartVerseXL, FlexPart reduces Part CD by 16.6% relative to TripoSG + SAM3D and by 10.5% relative to OmniPart, while maintaining competitive whole-mesh quality. The code can be found at https://github.com/Gucci233/FlexPart

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arXiv

Sep 18

Identifying Security Platform Product Abuse with Machine Learning

Product abuse is an individually rare, but growing, problem across the SaaS industry. Highly sophisticated threat actors can misuse security platforms within customer environments or conduct bypass experiments on the product itself. Threat actors can leverage…

arXiv

Sep 18

Architecture-aware Robustness Evaluation of Explainable Deep Learning for Breast Cancer Diagnosis

Explainable Artificial Intelligence (XAI) has become essential in medical image analysis to ensure transparency of deep learning (DL)-based diagnostic systems. However, selecting appropriate XAI techniques for breast cancer recognition remains largely ad hoc, with limited…

arXiv

Sep 18

FairLMs: A Turnkey Library for Fairness in Language Models

Fairness research on language models involves measuring bias, applying mitigation methods, and examining the evidence on which an evaluation rests. Existing tools offer complementary functionality through different interfaces, so combining them requires reconciling model…

arXiv

Sep 18

GameASG-Bench: Benchmarking Autonomous Software Generation for Game Development

Autonomous software generation (ASG) aims to turn human requirements into executable applications, but delivering these applications does not necessarily establish that their interacting components satisfy the specified behavioral requirements. We introduce GameASG-Bench, a…

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