Dongseok Kim
PulseAugur coverage of Dongseok Kim — every cluster mentioning Dongseok Kim across labs, papers, and developer communities, ranked by signal.
1 天有情绪数据
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CUBE framework uses factorial experiments for black-box model explanations
Researchers have introduced CUBE, a novel post-hoc explanation framework designed for analyzing black-box models. This framework employs factorial experimental design to evaluate model responses to balanced combinations…
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New methods enhance conformal prediction for robust uncertainty quantification
Two new research papers explore advancements in conformal regression and prediction. The first paper introduces CLAPS, a method that combines learned input-dependent noise with last-layer epistemic uncertainty to improv…
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Researchers explore how prompts semantically control language model behavior
This paper proposes a cognitive-semantic framework for understanding how prompts influence large language model behavior. It introduces concepts like frame activation, salience control, and construal selection to explai…
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New phi-table method enhances global SHAP explanations for tabular models
Researchers have introduced the $\phi$-table, a new method for statistically explaining global SHAP values in tabular black-box regression models. This approach moves beyond simple feature importance rankings to provide…