Research library

Search papers on equipment connectivity, quality inspection, production analysis, and manufacturing work.

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T01. LLM agent orchestration and harness design

External research on how multiple language-model agents are planned, routed, and evaluated.

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  1. T01-14Candidate approachSince 2025

    Multi-Agent Collaboration via Evolving Orchestration

    Authors
    Yufan Dang, Chen Qian, Xueheng Luo, Jingru Fan, Zihao Xie, Ruijie Shi, Weize Chen, Cheng Yang, Xiaoyin Che, Ye Tian, Xuantang Xiong, Lei Han, Zhiyuan Liu, Maosong Sun
    Year
    2025
    Venue
    NeurIPS 2025

    Korean review of T01-14

T05. Human review and approval workflows

Human-in-the-loop and approval research, including automation-induced complacency.

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  1. T05-22Candidate approachSince 2025

    What You Approve Is What Executes: Consent Integrity for Black-Box LLM Agents

    Authors
    Xiaoqi Weng
    Year
    2026
    Venue
    arXiv 2026-06 1

    Korean review of T05-22

  2. T05-23Candidate approachSince 2025

    Oversight Has a Capacity: Calibrating Agent Guards to a Subjective, Fatiguing Human

    Authors
    Emre Turan
    Year
    2026
    Venue
    arXiv 2026-06 8

    Korean review of T05-23

T08. OCR, vision-language models, and industrial display reading

Research on reading meters, indicators, and shop-floor displays from images.

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  1. T08-14Candidate approachSince 2025

    Qwen2.5-VL Technical Report

    Authors
    Shuai Bai, Keqin Chen, Xuejing Liu, Jialin Wang, Wenbin Ge, Sibo Song, Kai Dang (27 authors in total)
    Year
    2025
    Venue
    arXiv (cs.CV, cs.CL)

    Korean review of T08-14

T11. Object detection, multi-object tracking, and video understanding

Detection and tracking backbones behind camera-based safety and inspection work.

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  1. T11-6.3Candidate approachSince 2025

    SAM 2: Segment Anything in Images and Videos

    Authors
    Nikhila Ravi and 17 others (Meta FAIR)
    Year
    2025

    Korean review of T11-6.3

T16. Manufacturing knowledge graphs and semantic layers

Research on giving plant data a shared meaning across systems.

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  1. T16-8Candidate approachSince 2025

    Intent-Driven Smart Manufacturing Integrating Knowledge Graphs and Large Language Models

    Authors
    Takoua Jradi, John Violos, Dimitrios Spatharakis, Lydia Mavraidi, Ioannis Dimolitsas, Aris Leivadeas, Symeon Papavassiliou
    Year
    2026
    Venue
    arXiv (cs.AI)

    Korean review of T16-8

T18. AI quality management, model monitoring, and audit trails

Research and standards for keeping a deployed model accountable over time.

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  1. T18-11Candidate approachSince 2025

    Time to Retrain? Detecting Concept Drifts in Machine Learning Systems

    Authors
    Tri Minh Triet Pham, Karthikeyan Premkumar, Mohamed Naili, Jinqiu Yang
    Year
    2025
    Venue
    ICSE 2025

    Korean review of T18-11

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