An auditing framework for brain-to-audio retrieval isolates structural, stimulus-locked, and contextual performance sources via controls and a new Group Context Bias intervention, showing reduced performance under strict settings and measurable contextual gains.
Assessing the impact of sequence length learn- ing on classification tasks for transformer encoder models.arXiv preprint arXiv:2212.08399, 2022
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What Are We Actually Decoding? Source Attribution for Non-Invasive Brain-to-Language Retrieval
An auditing framework for brain-to-audio retrieval isolates structural, stimulus-locked, and contextual performance sources via controls and a new Group Context Bias intervention, showing reduced performance under strict settings and measurable contextual gains.