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Confabulation: The surprising value of large language model hallucinations
This paper presents a systematic defense of large language model (LLM) hallucinations
or'confabulations' as a potential resource instead of a categorically negative pitfall. The …
or'confabulations' as a potential resource instead of a categorically negative pitfall. The …
Reliability in machine learning
Issues of reliability are claiming center‐stage in the epistemology of machine learning. This
paper unifies different branches in the literature and points to promising research directions …
paper unifies different branches in the literature and points to promising research directions …
The case for generative AI in scholarly practice
C Berg - Available at SSRN 4407587, 2023 - papers.ssrn.com
This paper defends the use of generative artificial intelligence (AI) in scholarship and argues
for its legitimacy as a valuable tool for contemporary research practice. It uses a emergent …
for its legitimacy as a valuable tool for contemporary research practice. It uses a emergent …
Roadmap on machine learning glassy dynamics
Unraveling the connections between microscopic structure, emergent physical properties,
and slow dynamics has long been a challenge when studying the glass transition. The …
and slow dynamics has long been a challenge when studying the glass transition. The …
Instruments, agents, and artificial intelligence: novel epistemic categories of reliability
E Duede - Synthese, 2022 - Springer
Deep learning (DL) has become increasingly central to science, primarily due to its capacity
to quickly, efficiently, and accurately predict and classify phenomena of scientific interest …
to quickly, efficiently, and accurately predict and classify phenomena of scientific interest …
Exploración filosófica de la epistemología de la inteligencia artificial: Una revisión sistemática
D Román-Acosta - Revista Uniandes Episteme, 2024 - revista.uniandes.edu.ec
Este trabajo exploró la intersección filosófica de la inteligencia artificial mediante una
revisión sistemática que abordó la epistemología y la autenticidad de la comprensión de las …
revisión sistemática que abordó la epistemología y la autenticidad de la comprensión de las …
SIDEs: Separating Idealization from Deceptive'Explanations' in xAI
E Sullivan - Proceedings of the 2024 ACM Conference on Fairness …, 2024 - dl.acm.org
Explainable AI (xAI) methods are important for establishing trust in using black-box models.
However, recent criticism has mounted against current xAI methods that they disagree, are …
However, recent criticism has mounted against current xAI methods that they disagree, are …
We have no satisfactory social epistemology of AI-based science
I Koskinen - Social Epistemology, 2024 - Taylor & Francis
In the social epistemology of scientific knowledge, it is largely accepted that relationships of
trust, not just reliance, are necessary in contemporary collaborative science characterised by …
trust, not just reliance, are necessary in contemporary collaborative science characterised by …
Trust, explainability and AI
S Baron - Philosophy & Technology, 2025 - Springer
There has been a surge of interest in explainable artificial intelligence (XAI). It is commonly
claimed that explainability is necessary for trust in AI, and that this is why we need it. In this …
claimed that explainability is necessary for trust in AI, and that this is why we need it. In this …
Roadmap on machine learning glassy dynamics
Unravelling the connections between microscopic structure, emergent physical properties
and slow dynamics has long been a challenge when studying the glass transition. The …
and slow dynamics has long been a challenge when studying the glass transition. The …