Help! We want to understand multi-task neural representations, but all we have is 24/7 spiking data from human patients in hippocampus and cortex, along with video, audio, speech, heart rate, and so much more!
If you can help, please apply to join the lab as a postdoc ☺️
jobs.bcm.edu/job/Postdoct...
Our paper is out in @natneuro.nature.com!
www.nature.com/articles/s41...
We develop a geometric theory of how neural populations support generalization across many tasks.
@zuckermanbrain.bsky.social
@flatironinstitute.org
@kempnerinstitute.bsky.social
1/14
Bichan Wu (@bichanw.bsky.social) & I wrote a tutorial paper on Reduced Rank Regression (RRR) — the statistical method underlying "communication subspaces" from Semedo et al 2019 — aimed at neuroscientists.
arxiv.org/abs/2512.12467
At #NeurIPS2025!
🎉 Excited to present Conditionally Linear Dynamical Systems (CLDS). We leverage the dependence of neural dynamics on task covariates to yield an interpretable, flexible model of dynamics.
Come meet and check it out!
📍: Poster #2209, Hall C,D,E on Thu Dec 4, 11 am–2 pm, PST.
🧵/6
How prior experience biases new learning for generalization? new preprint is out:
1) behavioral and hippocampal generalization co-emerged in a novel context.
2) BTSP was involved in forming cross-context stable representations, as well as aligning novel neural dynamics to familiar subspace.
Inviting apps for a workshop to develop a project focused on a mechanistic understanding of canonical cortical computations at the circuit level. Deadline is 1/5/2026: https://www.simonsfoundation.org/simons-foundation-now-accepting-applications-for-workshop-on-canonical-cortical-computations
Looking for a PhD program where you can study computational neuroscience? NYU has a fantastic array of researchers covering the field:
groups.google.com/g/systems-ne...
Applying to do a postdoc or PhD in theoretical ML or neuroscience this year? Consider joining my group (starting next Fall) at UT Austin!
POD Postdoc: oden.utexas.edu/programs-and... CSEM PhD: oden.utexas.edu/academics/pr...
📣 WTI is hiring faculty positions! Are you interested in advancing our understanding of the brain + how it gives rise to cognition?
Two calls are open:
Open-rank search, Neurocomputation, deadline: 12.1.25
Senior search, Neurodevelopment, rolling review
🔗 wti.yale.edu/opportunities
#KnowTogether
New manuscript from the lab!
"Mirror manifolds: partially overlapping neural subspaces for speaking and listening"
Led by superstar grad student Anilu Chavez (not on Bluesky)!
www.biorxiv.org/content/10.1...
Very cool work showing how hippocampal representations could span space, and associative/episodic memories. Thanks for the presentation today Sarthak!
🌟 Excited to share that I'm recruiting PhD students in Psychology for my new lab at Rice University this cycle (Signal boost appreciated!)
To learn more, check out the Learning & Behavior Change Lab website:
www.sinclairlab-rice.com
Applications are due Dec 1st: psychology.rice.edu/graduate/pro...
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)
Join us at #NeurIPS2025 for our Data on the Brain & Mind workshop! We aim to connect machine learning researchers and neuroscientists/cognitive scientists, with a focus on emerging datasets.
More info: data-brain-mind.github.io
Efficient coding theories often implicitly or explicitly assume slow changes in tuning (e.g., through synaptic plasticity). Arthur Prat-Carrabin has collected psychophysical data showing that it can be fast, and this can be explained by a gain-adaptive RNN:
www.biorxiv.org/content/10.1...
At #ICML2025, presenting work done at @flatironinstitute.org w Matt Smart and @albertobietti.bsky.social on in-context denoising (arxiv.org/abs/2502.05164). Come to Matt’s oral, Thursday, 4:15-4:30 PM, West Ballroom A, and see us right after at poster #E-3207, 4:30-7:00 PM, East Exhibition Hall A-B.
Announcing the new "Sensorimotor AI" Journal Club — please share/repost!
w/ Kaylene Stocking, Tommaso Salvatori, and @elisennesh.bsky.social
Sign up link: forms.gle/o5DXD4WMdhTg...
More details below 🧵[1/5]
🧠🤖🧠📈
Submissions now accepted for a special issue of the Journal of Vision:
Choose your stimuli wisely: Advances in stimulus synthesis and selection
Submission deadline: Dec 12, 2025
Futher details: jov.arvojournals.org/ss/synthetic...
What is the probability of an image? What do the highest and lowest probability images look like? Do natural images lie on a low-dimensional manifold?
In a new preprint with Zahra Kadkhodaie and @eerosim.bsky.social, we develop a novel energy-based model in order to answer these questions: 🧵
1/6 Why does the brain maintain such precise excitatory-inhibitory balance?
Our new preprint explores a provocative idea: Small, targeted deviations from this balance may serve a purpose: to encode local error signals for learning.
www.biorxiv.org/content/10.1...
led by @jrbch.bsky.social
New #NeuroAI #compneurosky preprint! To better understand how target-directed learning works in the brain, we sought to engineer an artificial neural network capable of solving complex image classification tasks that comprises only experimentally-supported biological building blocks. (1/15)
Super excited for our #VSS2025 symposium tomorrow, "Model-optimized stimuli: more than just pretty pictures".
Join us to talk about designing and using synthetic stimuli for testing properties of visual perception!
May 16th @ 1-3PM in Talk Room #2
More info: www.visionsciences.org/symposia/?sy...
🧠🤖 Computational Neuroscience summer school IMBIZO in Cape Town is open for applications again!
💻🧬 3 weeks of intense coursework & projects with support from expert tutors and faculty
📈Apply until July 1st!
🔗https://imbizo.africa/
Congrats!!!
Exciting news!! I’m joining the tenure-track faculty at University of Colorado Boulder this fall as an Assistant Professor of Psychology & Neuroscience!
The Sosa Lab will study how memory is shaped by cognitive and physiological demands, including during pregnancy and the postpartum period. 🧵
We are presenting our work “Discriminating image representations with principal distortions” at #ICLR2025 today (4/24) at 3pm! If you are interested in comparing model representations with other models or human perception, stop by poster #63. Highlights in 🧵
openreview.net/forum?id=ugX...
Symposium at the annual VSS meeting on generative models for vision science
Excited to announce that our paper on "Comparing noisy neural population dynamics using optimal transport distances" has been selected for an oral presentation in #ICLR2025 (1.8% top papers). Check the thread for paper details (0/n).
Presentation info: iclr.cc/virtual/2025....
This paper is the result of >20 yrs of hard work by talented students, postdocs and collaborators, but none more than my co-author Ren Ng and his team in EECS.
1/n
Novel color via stimulation of individual photoreceptors at population scale | Science Advances www.science.org/doi/10.1126/...
