Kristopher Torp Jensen

This paper proposes a mechanistic theory of planning in prefrontal cortex using spacetime attractors, showing that recurrent neural networks trained on planning tasks recapitulate this structure.

This paper develops a mechanistic model of the Prefrontal Cortex that unifies value and structure through behavioural flexibility, showing that value acts as a control signal for working memory representations.

This paper shows neural networks can develop diverse memory strategies for free recall, including an item index code similar to memory palace techniques, which outperforms temporal context models.

This study identifies two distinct neural representations in mouse medial frontal cortex during flexible navigation, showing how they encode position and goal distance to guide behavior.

This study shows how neural circuits adjust their representation of task-relevant and irrelevant stimuli based on noise and metabolic cost, aligning with minimal representational strategies observed in primate prefrontal cortex.

The paper develops a neural network model of planning that explains human behavior and hippocampal replay patterns in rodents.

This study records single neuron activity in motor cortex and striatum over weeks in rats performing motor behaviors, finding long-term stability in activity patterns despite minor drift.

The paper extends the manifold Gaussian process latent variable model to handle non-Euclidean neural data with temporal continuity and count-based noise, improving performance on synthetic and real neural recordings.

The paper introduces iLQR-VAE, a control-based variational inference method for learning dynamics and inputs from neural data, showing effectiveness on synthetic and primate reaching task data.

This paper introduces a scalable Bayesian Gaussian process factor analysis (bGPFA) for neural data, showing it captures preparatory dynamics and long-timescale processes in primate motor cortex.

This study identifies the neural network structure of the Drosophila heading direction system, confirming it contains ring attractor components and revealing novel structural features.