Catalin Mitelut

Nethobench evaluates neural forecasting models using structural metrics across multiple families, revealing how design choices affect model performance on mouse and human neural data.

This study shows that forming an associative memory in one context alters how a hippocampal network maps a novel context, without changing the familiar map.

This study examines age-related changes in neural and behavioural variability during a decision-making task in mice, finding increased neural variability and reduced variability quenching in specific brain regions.

This study shows that equivalent learning outcomes emerge through different population dynamics in motor cortex and hippocampus during volitional control tasks.

This paper introduces Time-Varying RNNs (TV-RNNs) for early classification of neural activity sequences, showing improved accuracy and earlier detection compared to standard RNNs in mouse and human motor task data.

The paper describes a modular data architecture for a neuroscience collaboration, enabling data contribution, access, and analysis across multiple labs.

The paper shows that pre-movement neural activity in mice contains structured dynamics that predict goal-directed actions, but not random ones, several seconds before movement.

This paper develops a nonlinear decoding method to infer natural images from primate retinal ganglion cell activity, showing improved accuracy over linear methods for high-pass features.

YASS sorts spikes from multi-electrode arrays with > 500 electrodes using neural network detection and denoising, parallelized nonparametric Bayesian clustering, and matching-pursuit deconvolution, outperforming manual sorting on primate retina recordings.

The paper clusters stereotyped large amplitude cortical LFP events and reveals precise phase-locking in neuronal populations during anesthetized states.

Covariance-based features plus unsupervised density-peak clustering sort spikes from up to 1000 channels in real time on one workstation, while tolerating noise and probe drift.