CHASMBrain uses dual-stream Mamba in a coarse-to-fine hierarchy to predict fMRI from images, reporting 0.429 Pearson correlation and 0.261 MSE on NSD with causal evidence that patch and CLS streams specialize to early versus higher visual cortex.
Cerebral Cortex , volume =
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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The paper introduces a time-resolved neural encoder combining Whisper embeddings with recurrent temporal modeling and soft attention to predict ECoG responses, finding strongest alignment in intermediate layers and anatomically coherent phoneme organization in electrodes.
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Coarse-to-fine Hierarchical Architecture with Sequential Mamba for Brain Reconstruction
CHASMBrain uses dual-stream Mamba in a coarse-to-fine hierarchy to predict fMRI from images, reporting 0.429 Pearson correlation and 0.261 MSE on NSD with causal evidence that patch and CLS streams specialize to early versus higher visual cortex.
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Mapping Whisper Representations to Human ECoG Responses with Interpretable Time-Resolved Neural Encoding
The paper introduces a time-resolved neural encoder combining Whisper embeddings with recurrent temporal modeling and soft attention to predict ECoG responses, finding strongest alignment in intermediate layers and anatomically coherent phoneme organization in electrodes.