Dynamic layer-specific processing in the prefrontal cortex during working memory
This study investigates the laminar-specific responses of the dorsolateral prefrontal cortex during the manipulation of working memory load, revealing that superficial layers exhibit stronger activation to higher load during the delay and retrieval periods and shows a dynamic recoding of this load signal across the trial.
A recurrent-neural network model for concurrent working memory and sensory distractor maintenance (in progress)
I train RNNs on a delay-matched-to-sample working memory task that contains task-irrelevant distractors and investigate the subspaces in which memories and distractors are encoded.
Links: github
Challenges in replication layer-specificity of working memory processes in human dlPFC
We conducted a replication study using automated analysis and found only partial support for previously reported layer-specific activity in the human dlPFC during working memory, highlighting ongoing uncertainties and the need for more reproducible methods in layer fMRI research.
Links: preprint
Simulating the impact of vascular draining effects on layer-specific MVPA using GE-BOLD (in progress)
We used simulations to show that vascular draining distorts layer-specific decoding in GE-BOLD fMRI, but that signal deconvolution can improve specificity—though its effectiveness depends on the layer(s) of origin of the signal.