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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 24

Towards Practical Compression of 3D Gaussian Splatting

3D Gaussian Splatting (3DGS) enables high-quality novel-view synthesis but requires substantial storage. Existing compression methods often rely on spatial context modeling over irregular 3D representations, increasing the complexity of training and coding. Meanwhile,…

arXiv

Sep 24

Cost-Aware Best-LLM Identification using Dueling Feedback

Inspired by the problem of identifying the best model from a collection of large language models (LLMs) with heterogeneous querying costs, we formulate and analyse a variant of the multi-armed bandit (MAB) with (i) dueling feedback, where pairwise comparisons between model…

arXiv

Sep 24

JevOut: Natural Context Can Flip Decision Models

An ordinary-looking background detail can turn a correct model decision into a confident mistake. We demonstrate this fragility in four decision systems, including Jev, across seven datasets covering knowledge, reasoning, and tool routing. Within 64 accepted target evaluations…

arXiv

Sep 24

SemMSA: Latent Semantic-Aided Robust Multimodal Sentiment Analysis with Incomplete Data

Recent research on Multimodal Sentiment Analysis (MSA) has focused on learning from language, visual, and acoustic modalities with incomplete data to infer human sentiment. Most studies typically compensate for missing information by reconstructing modality features or…

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