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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. TOOL · arXiv cs.LG English(EN) ·

    Localized Kernel Projection Outlyingness: A Two-Stage Approach for Multi-Modal Outlier Detection

    Researchers have introduced Two-Stage LKPLO, a novel multi-stage framework designed to improve outlier detection in multi-modal data. This approach overcomes limitations of traditional methods by replacing fixed statistical metrics with adaptive loss functions and incorporating both global kernel PCA for linearization and a local clustering stage for multi-modal distributions. Experiments on benchmark datasets demonstrate that Two-Stage LKPLO achieves state-of-the-art performance, significantly outperforming existing methods on complex and multi-cluster data. AI

  2. RESEARCH · arXiv cs.CL English(EN) · · [2 sources]

    Measuring research data reuse in scholarly publications using generative artificial intelligence: Open Science Indicator development and preliminary results

    Researchers have developed a new indicator using large language models (LLMs) to measure the reuse of research data in scholarly publications. This AI-driven approach revealed a data reuse rate of 43%, surpassing traditional bibliometric methods. The findings suggest that the positive impacts of research data sharing and reuse may be currently underestimated, and that LLMs can effectively measure these effects at scale. AI

    Measuring research data reuse in scholarly publications using generative artificial intelligence: Open Science Indicator development and preliminary results

    IMPACT Provides a scalable method to quantify the impact of open science practices, potentially influencing future research evaluation and funding.

  3. MEME · Forbes — Innovation English(EN) ·

    Meet The Peregrine Falcon That Dives At 240 MPH — A Biologist Explains

    The peregrine falcon is the fastest animal on Earth, capable of exceeding 240 mph during its hunting dives, known as stoops. This extreme speed is a sophisticated hunting strategy that allows the falcon to intercept agile prey by reducing reaction time. Researchers have noted parallels between peregrine attack tactics and missile guidance systems. AI

    Meet The Peregrine Falcon That Dives At 240 MPH — A Biologist Explains