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Maryam M. Shanechi

3 accepted papers

2025

BaRISTA: Brain Scale Informed Spatiotemporal Representation of Human Intracranial Neural Activity

NeurIPS 2025poster

Intracranial recordings have opened a unique opportunity to simultaneously measure activity across multiregional networks in the human brain. Recent works have focused on developing transformer-based neurofoundation models of such recordings that can generalize across subjects and datasets. However,…

Cited by 0SourceScholar
2025

Cross-Modal Representational Knowledge Distillation for Enhanced Spike-informed LFP Modeling

NeurIPS 2025poster

Local field potentials (LFPs) can be routinely recorded alongside spiking activity in intracortical neural experiments, measure a larger complementary spatiotemporal scale of brain activity for scientific inquiry, and can offer practical advantages over spikes, including greater long-term stability,…

Cited by 0SourceScholar
2025

Dynamical modeling of nonlinear latent factors in multiscale neural activity with real-time inference

NeurIPS 2025poster

Real-time decoding of target variables from multiple simultaneously recorded neural time-series modalities, such as discrete spiking activity and continuous field potentials, is important across various neuroscience applications. However, a major challenge for doing so is that different neural modal…

Cited by 0SourceScholar