Field notes

2,343 notes from my AI research vault, mapped by topic. Pick a topic to see its notes, or search.

Notes on classification

5 notes

  1. Electronic Navigational Chart Change Classification

    Source note · Aug 20, 2026 · machine learning, classification

    The authors propose an automated method to classify changes in Electronic Navigational Charts (ENCs), which are used in maritime navigation systems. The proposed approach involves encoding complex vector data changes…

  2. What Does It Take to Detect an AI Agent? Minimal Feature Sets for Behavioral Detection under Browser Automation

    Source note · Jul 29, 2026 · artificial intelligence, classification

    Researchers present a new AI detection framework that can distinguish between humans, bots, and AI agents. The study finds that existing binary classifiers struggle to identify AI agents as they browse the web through…

  3. Finding H. pylori in the Fine Print: Evidence-Linked Multi-Agent Case Finding from Gastric Biopsy Reports

    Source note · Jul 7, 2026 · classification

    Researchers evaluated a system called nMAS for extracting information from gastric biopsy reports to identify Helicobacter pylori infection. The system achieved high accuracy in classifying samples, and could…

  4. What Types of Human-AI Teams Exist?

    Source note · Jul 2, 2026 · classification

    Researchers analyzed 53 papers about human-AI teams and found that there are five main clusters or types of teams: AI Assistant, Ad-hoc Dependency, Ad-hoc Forced Dependency, Paired Equanimity, and Group Equanimity…

  5. A Multi-task Mixture of Experts Framework for Malware Classification, Packing Detection, and Family Attribution

    Source note · Jun 29, 2026 · deep learning, robustness, classification

    Researchers propose a new multi-task malware analysis framework based on Mixture of Experts (MoE) architectures. The system can classify malware families, detect packed versus unpacked malware, and identify malware…

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