Reliability Beyond Accuracy in Crop Classification Benchmarks (Supplementary Materials)Introduction: Near-perfect crop-label accuracy can conceal uncertainty, perturbation sensitivity, and weak explanations. This study evaluates these reliability dimensions without treating benchmark classification as agronomic recomme...
Kwan Hong TAN· Zenodo (CERN European Organi...· 0 citations
AI delegation can remove the comparison evidence needed to establish whether automation continues to improve outcomes. This paper develops the counterfactual preservation principle: sustained claims of current comparative benefit require a continuing source of identification whose temporal relevance remains defensible....
Kwan Hong TAN· Zenodo (CERN European Organi...· 0 citations
AI delegation can remove the comparison evidence needed to establish whether automation continues to improve outcomes. This paper develops the counterfactual preservation principle: sustained claims of current comparative benefit require a continuing source of identification whose temporal relevance remains defensible....
Kwan Hong TAN· Zenodo (CERN European Organi...· 0 citations
Legal systems can reverse convictions, dismiss charges, and acquit defendants, but public narratives are not designed to reverse with comparable speed or precision. This article develops narrative hysteresis as a theory of reputational path dependence after public accusation. It integrates the continued influence effec...
Kwan Hong TAN· Zenodo (CERN European Organi...· 0 citations
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Legal systems can reverse convictions, dismiss charges, and acquit defendants, but public narratives are not designed to reverse with comparable speed or precision. This article develops narrative hysteresis as a theory of reputational path dependence after public accusation. It integrates the continued influence effec...
Kwan Hong TAN· Zenodo (CERN European Organi...· 0 citations
Why can prior achievement become a liability after wrongdoing? This conceptual article integrates research on tall-poppy effects, social comparison, schadenfreude, moral outrage, public shaming, news values, and criminal-record stigma into a theory of the Status-Punishment Paradox. Status ordinarily increases social va...
Kwan Hong TAN· Zenodo (CERN European Organi...· 0 citations
Why can prior achievement become a liability after wrongdoing? This conceptual article integrates research on tall-poppy effects, social comparison, schadenfreude, moral outrage, public shaming, news values, and criminal-record stigma into a theory of the Status-Punishment Paradox. Status ordinarily increases social va...
Kwan Hong TAN· PhilPapers (PhilPapers Found...· 0 citations
Generative artificial intelligence increasingly mediates not only what institutions decide, but how institutions interpret people. Large language models draft case summaries, student feedback, performance reviews, clinical notes, policy briefs, creative text and administrative explanations. Existing AI governance frame...
Kwan Hong TAN· International Journal of Law...· 0 citations
This thesis introduces a novel theoretical framework, the Liminal Ontology, to address the enduring philosophical and scientific challenges posed by consciousness, identity, and anomalous experiences. Moving beyond the traditional dualism of mind and matter and the limitations of materialism, the Liminal Ontology posit...
Kwan Hong TAN· Zenodo (CERN European Organi...· 0 citations
This thesis introduces a novel theoretical framework, the Liminal Ontology, to address the enduring philosophical and scientific challenges posed by consciousness, identity, and anomalous experiences. Moving beyond the traditional dualism of mind and matter and the limitations of materialism, the Liminal Ontology posit...
Kwan Hong TAN· Zenodo (CERN European Organi...· 0 citations
This paper critically examines the foundational assumptions of rational decision-making models and finds them to be systematically and comprehensively flawed. Through a rigorous analysis of empirical evidence from behavioral economics and neuroscience, we demonstrate that traditional models, such as Expected Utility Th...
Kwan Hong TAN· Zenodo (CERN European Organi...· 0 citations
This paper critically examines the foundational assumptions of rational decision-making models and finds them to be systematically and comprehensively flawed. Through a rigorous analysis of empirical evidence from behavioral economics and neuroscience, we demonstrate that traditional models, such as Expected Utility Th...
Kwan Hong TAN· PhilPapers (PhilPapers Found...· 0 citations