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Open access Sep 2026

Temporal Dynamics of Ensemble Face Representations Under Magnocellular- and Parvocellular-Biased Visual Inputs: A Time-Resolved EEG Decoding Study

Highlights What are the main findings? Gender information from M-biased face ensembles was reliably decodable early in processing and showed significant early temporal generalization. Under M-biased stimulation, ensemble gender information generalized to single-face judgments during late processing. What are the implic...

Tian-Bo Li, Huan-Xiang Sun, Yi Jiang et al. · 0 citations
Review Open access Sep 2026

A structured framework for human-AI resemblance: Evidence, inference and perception.

A structured framework in which every resemblance claim specifies the human reference class, the AI system and version, the task and context, the property compared, the measurement relation, the perturbations considered, the uncertainty of the estimate and the inference that the evidence permits is proposed.

Peng Wang, E. Law, Li-Ye Zou et al. · 0 citations

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