NEW: #Kempner researchers develop a mean-field theory of task-trained RNNs that bridges random and learned connectivityβand find macaque motor cortex is best captured by an intermediate, task-specific recurrent structure.
Read the blog post π
π bit.ly/47f3Ldl
04.03.2026 16:46
π 23
π 9
π¬ 2
π 0
I am totally pumped about this new work . "Task-trained RNNs" are a powerful and influential framework in neuroscience, but have lacked a firm theoretical footing. This work provides one, and makes direct contact with the classical theory of random RNNs:
www.biorxiv.org/content/10.6...
04.03.2026 17:12
π 84
π 31
π¬ 2
π 3
Indeed, that's a typo - a regrettable artefact of changing z-transform notation. Thanks for catching it!
16.02.2026 14:12
π 0
π 0
π¬ 0
π 0
How do past sensory experiences prepare us for new ones? Our new paper tackles this long-standing question, revealing a role for activity sequences in the olfactory bulb. Excited to share our work led by @jonvgill.bsky.social with Mursel Karadas & Shy Shoham
www.biorxiv.org/content/10.6...
26.01.2026 03:05
π 28
π 6
π¬ 1
π 1
Client Challenge
My paper on the head direction neurons in the larval zebrafish is now published on Nature! Read it here:
www.nature.com/articles/s41...
10.01.2026 11:39
π 41
π 8
π¬ 2
π 2
What is the computational role of dendritic excitations? Byung Hun Lee and team mapped voltage dynamics throughout the dendritic trees of CA1 pyramidal neurons in mice navigating in virtual reality. www.biorxiv.org/content/10.6...
04.01.2026 06:17
π 130
π 50
π¬ 3
π 2
Have you ever wondered what you would find if you could keep your eyes on a bee for more than a few meters? Us, too!
preprint (with videos!) + thread π§΅
Precise, individualized foraging flights in honey #bees π revealed by multicopter drone-based tracking
www.biorxiv.org/content/10.6...
1/9
06.12.2025 13:57
π 371
π 151
π¬ 9
π 16
First paper from the lab!
We propose a model that separates estimation of odor concentration and presence and map it on olfactory bulb circuits
Led by @chenjiang01.bsky.social and @mattyizhenghe.bsky.social joint work with @jzv.bsky.social and with @neurovenki.bsky.social @cpehlevan.bsky.social
04.11.2025 15:40
π 36
π 13
π¬ 2
π 1
Happy to see this long-in-the-making collaboration with @paulmasset.bsky.social out on bioRxiv!
04.11.2025 15:42
π 10
π 0
π¬ 0
π 0
Simultaneous detection and estimation in olfactory sensing https://www.biorxiv.org/content/10.1101/2025.11.01.686013v1
03.11.2025 23:15
π 15
π 6
π¬ 0
π 2
Connectivity Structure and Dynamics of Nonlinear Recurrent Neural Networks
The structure of brain connectivity predicts collective neural activity, with a small number of connectivity features determining activity dimensionality, linking circuit architecture to network-level...
Now in PRX: Theory linking connectivity structure to collective activity in nonlinear RNNs!
For neuro fans: conn. structure can be invisible in single neurons but shape pop. activity
For low-rank RNN fans: a theory of rank=O(N)
For physics fans: fluctuations around DMFT saddleβdimension of activity
03.11.2025 21:47
π 60
π 16
π¬ 2
π 2
This week's sensorimotor superlab reading list is out https://superlab.ca/posts/2025-09-05-list302.html @andpru.bsky.social @diedrichsenjorn.bsky.social @gribblelab.org #neuroskyence #psychscisky #Sensorimotor
05.09.2025 10:00
π 4
π 2
π¬ 1
π 0
Frontiers | Summary statistics of learning link changing neural representations to behavior
How can we make sense of large-scale recordings of neural activity across learning? Theories of neural network learning with their origins in statistical phy...
Since I'm back on BlueSky - with @frostedblakess.bsky.social and @cpehlevan.bsky.social we wrote a brief perspective on how ideas about summary statistics from the statistical physics of learning could potentially help inform neural data analysis... (1/2)
04.09.2025 18:30
π 34
π 10
π¬ 1
π 0
Happy to see this collaboration with @neurovenki.bsky.social out - featuring great work by Juan Carlos!
04.09.2025 18:24
π 10
π 1
π¬ 0
π 0
Convergent motifs of early olfactory processing are recapitulated by layer-wise efficient coding
The architecture of early olfactory processing is a striking example of convergent evolution. Typically, a panel of broadly tuned receptors is selectively expressed in sensory neurons (each neuron exp...
Excited to share new computational work, led by @jzv.bsky.social, driven by Juan Carlos Fernandez del Castillo + contribution from Farhad Pashakanloo. We recover 3 core motifs in the olfactory system of evolutionarily distant animals using a biophysically-grounded model + efficient coding ideas!
04.09.2025 16:51
π 24
π 12
π¬ 0
π 1
Excited to share our latest!! Thanks to everyone involved especially @neurovenki.bsky.social!
02.09.2025 15:38
π 16
π 3
π¬ 0
π 0
Mice navigate scent trails using predictive policies
Animals actively sense their environment to extract features of interest to guide behaviors. For mammals, odors are prominent environmental features which are sampled by active modulation of sniffing ...
Thrilled to share this work, long time in the making! Carried through creatively by @siddjakes.bsky.social after initial design & piloting by @trackingskills.bsky.social, with help from @trackingactions.bsky.social. Modeling in collaboration with Massimo Vergassola & Nicola Rigolli.
01.09.2025 19:06
π 125
π 42
π¬ 1
π 2
Multi-timescale reinforcement learning in the brain - Nature
Individual dopaminergic neurons encode future rewards over distinct temporal horizons.
Our work with Pablo Tano, @hyunggoo-kim.bsky.social Athar Malik, Alexandre Pouget and @naoshigeuchida.bsky.social exploring how dopamine neurons could enable multi-timescale reinforcement learning in the brain is out in @nature.com
www.nature.com/articles/s41...
04.06.2025 18:11
π 111
π 45
π¬ 8
π 2
Don't miss our #Cosyne2025 poster (3-128) 'Simultaneous detection and mapping in the olfactory bulb' proposing a new computational role for mitral and tufted cells in the olfactory bulb
with Matthew He, @chenjiang01.bsky.social @neurovenki.bsky.social @cpehlevan.bsky.social @jzv.bsky.social
29.03.2025 13:54
π 8
π 2
π¬ 0
π 0
JTN - 2025
JTN - 2025
Applications are open for the 2025 Flatiron Institute Junior Theoretical Neuroscience Workshop! A two-day workshop 7/10-7/11 in NYC for PhD students and postdocs. All travel paid. Apply by April 14th.π§ π½π§βπ¬http://jtnworkshop2025.flatironinstitute.org/
@flatironinstitute.org @simonsfoundation.org
06.03.2025 16:24
π 40
π 20
π¬ 0
π 5
Science Matters. π¬
For 80 years, science has been a north star for the U.S. In 1945, Vannevar Bushβs report Science, The Endless Frontier called for bold government investment in research transforming our health, economy, quality of life. Science is not zero-sumβit creates value and better lives.
07.03.2025 05:25
π 76
π 27
π¬ 0
π 3
In our new paper @dulaclab.bsky.social, we investigated a fundamental question in social neuroscience: the origin of "sociality" (the need of being together) at the levels of behavior, neuron type, neural circuit and sensory modulation. (Detailed digest below) (1/7)
www.nature.com/articles/s41...
27.02.2025 16:05
π 46
π 12
π¬ 2
π 5
Honoured to have been selected as a #SloanFellow
Thankful for all the support from family, mentors, collaborators, colleagues and students along the way!
@sloanfoundation.bsky.social
18.02.2025 22:13
π 48
π 9
π¬ 3
π 0
Perception and neural representation of intermittent odor stimuli in mice
Odor cues in nature are sparse and highly fluctuating due to turbulent transport. To investigate how animals perceive these intermittent cues, we developed a behavioral task in which head-restrained m...
Yes, many worrying things happening in science that should take priority in grabbing our attention - but we are worried precisely because scientific knowledge is worth creating. In that spirit, I am proud to highlight our latest @biorxivpreprint.bsky.social preprint! #neuroscience π§ͺ
13.02.2025 18:34
π 60
π 16
π¬ 1
π 1
Picture of neural manifolds for the two choices in a decision-making task, depicted in 3D and in 2D
New preprint: "The geometry of the neural state space of decisions", work by Mauro Monsalve-Mercado, buff.ly/42wVHD5. Surprising results & predictions! (Thread) We analyze neuropixel population recordings in macaque area LIP during a reaction time, random-dot motion 1/
31.01.2025 14:32
π 173
π 67
π¬ 3
π 2
The thing is βcancer researchβ is *incredibly* popular. Everyone knows people with cancer. This is slam dunk shit.
25.01.2025 04:48
π 607
π 151
π¬ 13
π 6