David Jones

@davidjonesbrain.bsky.social

Behavioral neurologist and AI director working to end degeneration of mental function and use technology to transform the practice of neurology. Neuro AI Program (NAIP) https://naip.mayo.edu https://www.youtube.com/channel/UCj9q9jnuNZNNZnx48-P1vkg

Dementia impacts cognition and individual’s conscious experience and FDG-PET best indexes these disturbances across all dementia etiologies in routine clinical settings. The Global Functional State Space is a useful model of this. These results in perturbation of consciousness reflect this as well.

bioRxiv Neuroscience@biorxiv-neursci.bsky.social · 2mo ago

The blueprint of human functional architecture shifts from cognition to anatomy during perturbations of consciousness https://www.biorxiv.org/content/10.64898/2026.06.07.730661v1

Using a detection task with stimuli right at threshold, whole cell recordings in NHP primary visual cortex, and choice probabilities, we demonstrate how internal fluctuations related to anticipation of a stimulus multiplicatively interact with sensory responses.

Fluctuating internal states mediate neural–behavioral covariations in V1 - Nature Neuroscience

The authors report surprising covariations between subthreshold activity of single V1 neurons and behavior, demonstrating that interactions between external sensory inputs and internal states are impl...

nature.com

🚨PREPRINT In our new paper, we link RNNs and neural manifolds by introducing the DDM framework. We can train networks to embed an arbitary dynamical system in a latent subspace. We illustrate this with simple models of input-driven and autonomous associative memory. Enjoy! arxiv.org/abs/2602.14885

Drift-Diffusion Matching: Embedding dynamics in latent manifolds of asymmetric neural networks

Recurrent neural networks (RNNs) provide a theoretical framework for understanding computation in biological neural circuits, yet classical results, such as Hopfield's model of associative memory, rel...

arxiv.org

Here are individual FDG-PET brain scans from 4 patients with dysexecutive Alzheimer’s disease displayed in StateViewer. Does this look variation along the principal gradient of functional connectivity? Is this biology contributing to your model of Alzheimer’s disease?

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Most people can call up pictures in their minds, visualizing the past & summoning images of the future. But for ~4% of us, such mental imagery is weak or absent. New edition of @nature.com has a nice introduction to how research on this phenomenon (aphantasia) opens up novel windows into the brain.🧪

Many people have no mental imagery. What’s going on in their brains?

People with aphantasia are offering a window into consciousness.

nature.com

The hippocampal map has its own attentional control signal! Our new study reveals that theta #sweeps can be instantly biased towards behaviourally relevant locations. See 📹 in post 4/6 and preprint here 👉 www.biorxiv.org/content/10.6... 🧵(1/6)

Attention-like regulation of theta sweeps in the brain's spatial navigation circuit

Spatial attention supports navigation by prioritizing information from selected locations. A candidate neural mechanism is provided by theta-paced sweeps in grid- and place-cell population activity, which sample nearby space in a left-right-alternating pattern coordinated by parasubicular direction signals. During exploration, this alternation promotes uniform spatial coverage, but whether sweeps can be flexibly tuned to locations of particular interest remains unclear. Using large-scale Neuropixels recordings in freely-behaving rats, we show that sweeps and direction signals are rapidly and dynamically modulated: they track moving targets during pursuit, precede orienting responses during immobility, and reverse during backward locomotion — without prior spatial learning. Similar modulation occurs during REM sleep. Canonical head-direction signals remain head-aligned. These findings identify sweeps as a flexible, attention-like mechanism for selectively sampling allocentric cognitive maps. ### Competing Interest Statement The authors have declared no competing interest. European Research Council, Synergy Grant 951319 (EIM) The Research Council of Norway, Centre of Neural Computation 223262 (EIM, MBM), Centre for Algorithms in the Cortex 332640 (EIM, MBM), National Infrastructure grant (NORBRAIN, 295721 and 350201) The Kavli Foundation, https://ror.org/00kztt736 Ministry of Science and Education, Norway (EIM, MBM) Faculty of Medicine and Health Sciences; NTNU, Norway (AZV)

biorxiv.org

People have been looking at "AI & brains" through the lens of LLMs/transformers. But what latent diffusion? (think text-to-image/video platforms such as Midjourney). **Class conditioned latent diffusion and semantically cued hippocampus share a remarkably similar computational architecture...**

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David Jones@davidjonesbrain.bsky.social · 7mo ago

🧵1/12 What if the DMN, limbic system, hippocampus, neural oscillations, gradients, dementia syndromes, mixed pathology, and aphantasia all fall out of the same generative brain computation? 🤯#endalz Introducing #SLOD (preprint): a new #NeuroAI framework w/ @drbreaky.bsky.social

🧵1/12 What if the DMN, limbic system, hippocampus, neural oscillations, gradients, dementia syndromes, mixed pathology, and aphantasia all fall out of the same generative brain computation? 🤯#endalz Introducing #SLOD (preprint): a new #NeuroAI framework w/ @drbreaky.bsky.social

a man in a suit is making a funny face and says `` mind blown '' while standing in a bar .

ALT: a man in a suit is making a funny face and says `` mind blown '' while standing in a bar .

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