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태그: uncertainty

3건의 항목

  • 2026년 6월 04일

    Epistemic AI is Essential for ML Models to Truly Know When They Dont Know

    • paper/theory
    • uncertainty
    • epistemic-ai
    • credal-set
    • random-set
    • dempster-shafer
    • OOD
    • calibration
    • self-knowledge
    • imprecise-probability
  • 2026년 6월 04일

    Thinking Faithful and Stable - Mitigating Hallucinations in LLMs via Internal Consistency

    • LLM
    • hallucination
    • faithfulness
    • self-consistency
    • calibration
    • RLHF
    • reasoning
    • uncertainty
    • theory
    • arxiv-2511-15921
  • 2026년 6월 04일

    Uncertainty-Based Abstention in LLMs Improves Safety

    • paper
    • LLM
    • uncertainty
    • abstention
    • safety
    • hallucination
    • calibration
    • selective-prediction
    • trustworthy-AI
    • metacognition
    • training

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