Norman Lab
@ptoncompmemlab.bsky.social
Princeton Computational Memory Lab
https://compmem.princeton.edu
https://compmem.princeton.edu
Come work with us! @princetonneuro.bsky.social and the Department of Psychology at Princeton University are searching for a tenure-track Assistant Professor in the area of human cognitive neuroscience, to be hired jointly in Psychology and Neuroscience: puwebp.princeton.edu/AcadHire/app...
puwebp.princeton.edu
August 13, 2025 at 4:58 PM
Come work with us! @princetonneuro.bsky.social and the Department of Psychology at Princeton University are searching for a tenure-track Assistant Professor in the area of human cognitive neuroscience, to be hired jointly in Psychology and Neuroscience: puwebp.princeton.edu/AcadHire/app...
New paper led by @codydong.bsky.social now out in @cp-trendscognsci.bsky.social, exploring the relationship between memory-augmented LLMs and human episodic memory – see Cody’s post below for a short thread and a non-paywalled paper link! #NeuroAI doi.org/10.1016/j.ti...
July 28, 2025 at 1:43 PM
New paper led by @codydong.bsky.social now out in @cp-trendscognsci.bsky.social, exploring the relationship between memory-augmented LLMs and human episodic memory – see Cody’s post below for a short thread and a non-paywalled paper link! #NeuroAI doi.org/10.1016/j.ti...
New paper led by @jayneuro.bsky.social: Repetition of musical themes in Eternal Sunshine of the Spotless Mind reactivates memories of earlier scenes, and this neural reactivation correlates with subsequent memory for those scenes! Check out Jamal's thread below 👇
Music is an incredibly powerful retrieval cue. What is the neural basis of music-evoked memory reactivation? And how does this reactivation relate to later memory for the retrieved events? In our new study, we used Eternal Sunshine of the Spotless Mind to find out. www.biorxiv.org/content/10.1...
Music-evoked reactivation during continuous perception is associated with enhanced subsequent recall of naturalistic events
Music is a potent cue for recalling personal experiences, yet the neural basis of music-evoked memory remains elusive. We address this question by using the full-length film Eternal Sunshine of the Spotless Mind to examine how repeated musical themes reactivate previously encoded events in cortex and shape next-day recall. Participants in an fMRI study viewed either the original film (with repeated musical themes) or a no-music version. By comparing neural activity patterns between these groups, we found that music-evoked reactivation of neural patterns linked to earlier scenes in the default mode network was associated with improved subsequent recall. This relationship was specific to the music condition and persisted when we controlled for a proxy measure of initial encoding strength (spatial intersubject correlation), suggesting that music-evoked reactivation may play a role in making event memories stick that is distinct from what happens at initial encoding. ### Competing Interest Statement The authors have declared no competing interest. National Institutes of Health, https://ror.org/01cwqze88, F99 NS118740, R01 MH112357
www.biorxiv.org
July 8, 2025 at 2:25 PM
New paper led by @jayneuro.bsky.social: Repetition of musical themes in Eternal Sunshine of the Spotless Mind reactivates memories of earlier scenes, and this neural reactivation correlates with subsequent memory for those scenes! Check out Jamal's thread below 👇
Thrilled that this collaborative project with the @maureenritchey.bsky.social lab, co-led by @gushennings.bsky.social and Paula Brooks, is out in preprint form!
Hello Bsky world, I am excited to announce our latest preprint “Eye movements reveal the cognitive dynamics supporting successful memory suppression” in collaboration with Paula Brooks, @ptoncompmemlab.bsky.social, and @maureenritchey.bsky.social! 🎉👀 osf.io/preprints/ps...
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OSF
osf.io
May 9, 2025 at 6:36 PM
Thrilled that this collaborative project with the @maureenritchey.bsky.social lab, co-led by @gushennings.bsky.social and Paula Brooks, is out in preprint form!
@qlu.bsky.social is starting his lab at City U of Hong Kong! This is a truly amazing opportunity for trainees interested in computational cognitive neuroscience and neuroAI
I’m thrilled to announce that I will start as a presidential assistant professor in Neuroscience at the City U of Hong Kong in Jan 2026!
I have RA, PhD, and postdoc positions available! Come work with me on neural network models + experiments on human memory!
RT appreciated!
(1/5)
I have RA, PhD, and postdoc positions available! Come work with me on neural network models + experiments on human memory!
RT appreciated!
(1/5)
May 8, 2025 at 1:31 PM
@qlu.bsky.social is starting his lab at City U of Hong Kong! This is a truly amazing opportunity for trainees interested in computational cognitive neuroscience and neuroAI
Reposted by Norman Lab
Thank you to Ingrid Wickelgren and the team at Quanta for putting together this great piece, describing work by my lab and others on the neural representations of events
New neuroscience research is en route to unlocking a universal human code for recording experiences as memory. What’s their secret weapon? Airport scenes in movies.
www.quantamagazine.org/how-event-sc...
www.quantamagazine.org/how-event-sc...
How ‘Event Scripts’ Structure Our Personal Memories | Quanta Magazine
By screening films in a brain scanner, neuroscientists discovered a rich library of neural scripts — from a trip through an airport to a marriage proposal — that form scaffolds for memories of our exp...
www.quantamagazine.org
February 22, 2025 at 12:53 PM
Thank you to Ingrid Wickelgren and the team at Quanta for putting together this great piece, describing work by my lab and others on the neural representations of events
Our paper on how neural codes track prior events in a narrative and predict subsequent memory for details, led by @collinsilvy.bsky.social, is now out in Communications Psychology! rdcu.be/d93Vc #neuroskyence #psychscisky
Neural codes track prior events in a narrative and predict subsequent memory for details
Communications Psychology - Context-dependent temporal structures are represented in multiple ways in parallel in the human brain during processing of temporally extended events. The neural...
rdcu.be
February 17, 2025 at 2:04 PM
Our paper on how neural codes track prior events in a narrative and predict subsequent memory for details, led by @collinsilvy.bsky.social, is now out in Communications Psychology! rdcu.be/d93Vc #neuroskyence #psychscisky
Reposted by Norman Lab
Excited to share our preprint "Fast-timescale hippocampal processes bridge between slowly unfurling neocortical states during memory search" 🧠✨ We leverage iEEG to elucidate the fast neural mechanisms by which long multimodal narratives are unfurled in continuous memory-search tinyurl.com/wjkr3dvf
Fast-timescale hippocampal processes bridge between slowly unfurling neocortical states during memory search
Prior behavioral work showed that event structure plays a key role in our ability to mentally search through memories of continuous naturalistic experience. We hypothesized that, neurally, this memory...
tinyurl.com
February 13, 2025 at 1:55 PM
Excited to share our preprint "Fast-timescale hippocampal processes bridge between slowly unfurling neocortical states during memory search" 🧠✨ We leverage iEEG to elucidate the fast neural mechanisms by which long multimodal narratives are unfurled in continuous memory-search tinyurl.com/wjkr3dvf
Training in the Method of Loci promotes the development of widespread conjunctive representations in neocortex that bind items and loci -- very excited to be part of this project led by @huangjiawen.bsky.social and @chrisbaldassano.bsky.social
New preprint with Akshay Manglik, Nick Dutra, Hannah Tarder-Stoll, @tchamberlain.bsky.social, Robert Ajemian, @qiongzhang.bsky.social, @ptoncompmemlab.bsky.social, @chrisbaldassano.bsky.social looking at conjunctive representation during Method of Loci! www.biorxiv.org/content/10.1...
Binding items to contexts through conjunctive neural representations with the Method of Loci
Schematic prior knowledge can provide a powerful scaffold for episodic memories, yet the neural mechanisms underlying this scaffolding process are still poorly understood. A crucial step of the scaffo...
www.biorxiv.org
January 27, 2025 at 8:06 PM
Training in the Method of Loci promotes the development of widespread conjunctive representations in neocortex that bind items and loci -- very excited to be part of this project led by @huangjiawen.bsky.social and @chrisbaldassano.bsky.social
Reposted by Norman Lab
So happy that our paper on event segmentation in large language models is now out in Behavior Research Methods! tinyurl.com/2j76882b With @mtoneva.bsky.social, @ptoncompmemlab.bsky.social, and Manoj Kumar, we show that LLMs can segment narrative text into meaningful events similarly to humans.
Large language models can segment narrative events similarly to humans - Behavior Research Methods
Humans perceive discrete events such as “restaurant visits” and “train rides” in their continuous experience. One important prerequisite for studying human event perception is the ability of researche...
tinyurl.com
January 4, 2025 at 10:55 PM
So happy that our paper on event segmentation in large language models is now out in Behavior Research Methods! tinyurl.com/2j76882b With @mtoneva.bsky.social, @ptoncompmemlab.bsky.social, and Manoj Kumar, we show that LLMs can segment narrative text into meaningful events similarly to humans.
Thrilled that this epic study led by @coralineiordan.bsky.social is now out in PNAS!
New paper story time (now out in PNAS)! We developed a method that caused people to learn new categories of visual objects, not by teaching them what the categories were, but by changing how their brains worked when they looked at individual objects in those categories.
www.pnas.org/doi/10.1073/...
www.pnas.org/doi/10.1073/...
Sculpting new visual categories into the human brain | PNAS
Learning requires changing the brain. This typically occurs through experience, study,
or instruction. We report an alternate route for humans to a...
www.pnas.org
December 4, 2024 at 8:53 PM
Thrilled that this epic study led by @coralineiordan.bsky.social is now out in PNAS!
Reposted by Norman Lab
🔔𝐍𝐄𝐖 𝐏𝐑𝐄𝐏𝐑𝐈𝐍𝐓 𝐀𝐋𝐄𝐑𝐓🔔 Beyond excited to present our new work showcasing 𝐡𝐨𝐰 𝐰𝐞 𝐜𝐚𝐧 𝐩𝐫𝐞𝐝𝐢𝐜𝐭 𝐡𝐨𝐰 𝐰𝐞𝐥𝐥 𝐲𝐨𝐮 𝐰𝐢𝐥𝐥 𝐫𝐞𝐢𝐧𝐬𝐭𝐚𝐭𝐞 𝐚 𝐧𝐞𝐰 𝐦𝐞𝐦𝐨𝐫𝐲 𝐛𝐞𝐟𝐨𝐫𝐞 𝐭𝐡𝐚𝐭 𝐦𝐞𝐦𝐨𝐫𝐲 𝐢𝐬 𝐟𝐨𝐫𝐦𝐞𝐝! Wait what? Exciting collab w/ @ptoncompmemlab.bsky.social & @chrisbaldassano.bsky.social Link: www.biorxiv.org/content/10.1... (1/11)
December 2, 2024 at 1:21 PM
🔔𝐍𝐄𝐖 𝐏𝐑𝐄𝐏𝐑𝐈𝐍𝐓 𝐀𝐋𝐄𝐑𝐓🔔 Beyond excited to present our new work showcasing 𝐡𝐨𝐰 𝐰𝐞 𝐜𝐚𝐧 𝐩𝐫𝐞𝐝𝐢𝐜𝐭 𝐡𝐨𝐰 𝐰𝐞𝐥𝐥 𝐲𝐨𝐮 𝐰𝐢𝐥𝐥 𝐫𝐞𝐢𝐧𝐬𝐭𝐚𝐭𝐞 𝐚 𝐧𝐞𝐰 𝐦𝐞𝐦𝐨𝐫𝐲 𝐛𝐞𝐟𝐨𝐫𝐞 𝐭𝐡𝐚𝐭 𝐦𝐞𝐦𝐨𝐫𝐲 𝐢𝐬 𝐟𝐨𝐫𝐦𝐞𝐝! Wait what? Exciting collab w/ @ptoncompmemlab.bsky.social & @chrisbaldassano.bsky.social Link: www.biorxiv.org/content/10.1... (1/11)
Excited to share a new preprint with Elizabeth McDevitt, Ghootae Kim, and Nick Turk-Browne investigating the role of REM sleep in neural differentiation of memories in the hippocampus! URL: https://www.biorxiv.org/content/10.1101/2024.11.01.621588v1 (1/9)
November 4, 2024 at 1:53 PM
Excited to share a new preprint with Elizabeth McDevitt, Ghootae Kim, and Nick Turk-Browne investigating the role of REM sleep in neural differentiation of memories in the hippocampus! URL: https://www.biorxiv.org/content/10.1101/2024.11.01.621588v1 (1/9)
New paper led by Kailong Peng: Real-time fMRI neurofeedback that promotes coactivation of cortical representations drives integration in the hippocampus #neuroskyence #psychscisky royalsocietypublishing.org/doi/10.1098/...
Inducing representational change in the hippocampus through real-time neurofeedback | Philosophical Transactions of the Royal Society B: Biological Sciences
When you perceive or remember something, other related things come to mind, affecting
how these competing items are subsequently perceived and remembered. Such behavioural
consequences are believed to...
royalsocietypublishing.org
October 22, 2024 at 3:49 PM
New paper led by Kailong Peng: Real-time fMRI neurofeedback that promotes coactivation of cortical representations drives integration in the hippocampus #neuroskyence #psychscisky royalsocietypublishing.org/doi/10.1098/...
Our neural network model of differentiation and integration of competing memories, developed by Victoria Ritvo and Alex Nguyen, has now been published in @elife.bsky.social:
Paper: https://tinyurl.com/4b3k95rd
Code: https://tinyurl.com/mr25rk9e
#neuroskyence #psychscisky #neuroai (1/5)
Paper: https://tinyurl.com/4b3k95rd
Code: https://tinyurl.com/mr25rk9e
#neuroskyence #psychscisky #neuroai (1/5)
October 1, 2024 at 6:00 PM
Our neural network model of differentiation and integration of competing memories, developed by Victoria Ritvo and Alex Nguyen, has now been published in @elife.bsky.social:
Paper: https://tinyurl.com/4b3k95rd
Code: https://tinyurl.com/mr25rk9e
#neuroskyence #psychscisky #neuroai (1/5)
Paper: https://tinyurl.com/4b3k95rd
Code: https://tinyurl.com/mr25rk9e
#neuroskyence #psychscisky #neuroai (1/5)
New preprint from @qlu.bsky.social and Ali Hummos, showing how episodic memory supports the learning of structured task representations!
How can we efficiently find task representations online that work well for the ongoing task while leveraging relations with other tasks? Our simulations show that episodic memory can help!
URL: shorturl.at/tT246
Here’s a summary:
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URL: shorturl.at/tT246
Here’s a summary:
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Episodic memory supports the acquisition of structured task representations
Generalization to new tasks requires learning of task representations that accurately reflect the similarity structure of the task space. Here, we argue that episodic memory (EM) plays an essential role in this process by stabilizing task representations, thereby supporting the accumulation of structured knowledge. We demonstrate this using a neural network model that infers task representations that minimize the current task's objective function; crucially, the model can retrieve previously encoded task representations from EM and use these to initialize the task inference process. With EM, the model succeeds in learning the underlying task structure; without EM, task representations drift and the network fails to learn the structure. We further show that EM errors can support structure learning by promoting the activation of similar task representations in tasks with similar sensory inputs. Overall, this model provides a novel account of how EM supports the acquisition of structured task representations. ### Competing Interest Statement The authors have declared no competing interest.
shorturl.at
May 7, 2024 at 1:33 PM
New preprint from @qlu.bsky.social and Ali Hummos, showing how episodic memory supports the learning of structured task representations!
Our paper on how blocked training supports learning of multiple schemas, with Andre Beukers, @collinsilvy.bsky.social, Ross Kempner, Nick Franklin, and @gershbrain.bsky.social, is now out in Communications Psychology! rdcu.be/dEeaG
#neuroskyence
#psychscisky
#neuroskyence
#psychscisky
April 9, 2024 at 4:00 PM
Our paper on how blocked training supports learning of multiple schemas, with Andre Beukers, @collinsilvy.bsky.social, Ross Kempner, Nick Franklin, and @gershbrain.bsky.social, is now out in Communications Psychology! rdcu.be/dEeaG
#neuroskyence
#psychscisky
#neuroskyence
#psychscisky
Reposted by Norman Lab
🧠👁️ Our MindEye2 preprint is out!
We reconstruct seen images from fMRI activity using only 1 hour of training data.
This is possible by first pretraining a shared-subject model using other people's data, and then fine-tuning on a held-out subject with only 1 hr of data.
arxiv.org/abs/2403.11207
We reconstruct seen images from fMRI activity using only 1 hour of training data.
This is possible by first pretraining a shared-subject model using other people's data, and then fine-tuning on a held-out subject with only 1 hr of data.
arxiv.org/abs/2403.11207
March 19, 2024 at 12:40 PM
🧠👁️ Our MindEye2 preprint is out!
We reconstruct seen images from fMRI activity using only 1 hour of training data.
This is possible by first pretraining a shared-subject model using other people's data, and then fine-tuning on a held-out subject with only 1 hr of data.
arxiv.org/abs/2403.11207
We reconstruct seen images from fMRI activity using only 1 hour of training data.
This is possible by first pretraining a shared-subject model using other people's data, and then fine-tuning on a held-out subject with only 1 hr of data.
arxiv.org/abs/2403.11207
Delighted to share this new work led by @collinsilvy.bsky.social, with Ross Kempner and Sunita Srivatasan ! #neuroskyence #psychscisky
I’m excited to announce our new preprint -- Neural codes track prior events in a narrative and predict subsequent memory for details! URL: https://biorxiv.org/cgi/content/short/2024.02.13.580092v1 (1/8)
February 14, 2024 at 3:41 PM
Delighted to share this new work led by @collinsilvy.bsky.social, with Ross Kempner and Sunita Srivatasan ! #neuroskyence #psychscisky
Reposted by Norman Lab
I’m pleased to announce our preprint 😃 – Toward a More Biologically Plausible Neural Network Model of Latent Cause Inference.
URL: arxiv.org/abs/2312.08519
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URL: arxiv.org/abs/2312.08519
(1/N)
December 15, 2023 at 12:49 PM
I’m pleased to announce our preprint 😃 – Toward a More Biologically Plausible Neural Network Model of Latent Cause Inference.
URL: arxiv.org/abs/2312.08519
(1/N)
URL: arxiv.org/abs/2312.08519
(1/N)
Reposted by Norman Lab
Competing memories may be integrated or differentiated based on how much their representations co-activate.
Using real-time fMRI neurofeedback, this study finds that high co-activation of memories in visual cortex leads to less memory discriminability in hippocampus.
#PsychSciSky #neuroskyence
Using real-time fMRI neurofeedback, this study finds that high co-activation of memories in visual cortex leads to less memory discriminability in hippocampus.
#PsychSciSky #neuroskyence
Inducing representational change in the hippocampus through real-time neurofeedback
bioRxiv - the preprint server for biology, operated by Cold Spring Harbor Laboratory, a research and educational institution
www.biorxiv.org
December 7, 2023 at 4:14 PM
Competing memories may be integrated or differentiated based on how much their representations co-activate.
Using real-time fMRI neurofeedback, this study finds that high co-activation of memories in visual cortex leads to less memory discriminability in hippocampus.
#PsychSciSky #neuroskyence
Using real-time fMRI neurofeedback, this study finds that high co-activation of memories in visual cortex leads to less memory discriminability in hippocampus.
#PsychSciSky #neuroskyence
Now out in Psychological Review, with Andre Beukers, Maia Hamin, and Jon Cohen: our model of how episodic memory can support performance on the n-back task, "When working memory may just be working, not memory". Free version here: osf.io/preprints/ps... #psychscisky #neuroskyence
November 13, 2023 at 9:39 PM
Now out in Psychological Review, with Andre Beukers, Maia Hamin, and Jon Cohen: our model of how episodic memory can support performance on the n-back task, "When working memory may just be working, not memory". Free version here: osf.io/preprints/ps... #psychscisky #neuroskyence
Reposted by Norman Lab
One more week to apply for our joint faculty position in Princeton Neuroscience Institute and Computer Science Dept, in neuroAI and intelligent systems, broadly construed. Do you fit? Yes. But feel free to contact me with q's. puwebp.princeton.edu/AcadHire/app...
puwebp.princeton.edu
November 8, 2023 at 8:21 PM
One more week to apply for our joint faculty position in Princeton Neuroscience Institute and Computer Science Dept, in neuroAI and intelligent systems, broadly construed. Do you fit? Yes. But feel free to contact me with q's. puwebp.princeton.edu/AcadHire/app...
Now out in Cognitive Science! We use GPT-2 to show that Bayesian surprise, which tracks changes in the content and confidence of predictions, accounts for human event boundaries in a narrative better than surprisal, which only tracks the predicted probability of individual words tinyurl.com/kd9dpub8
October 23, 2023 at 1:34 PM
Now out in Cognitive Science! We use GPT-2 to show that Bayesian surprise, which tracks changes in the content and confidence of predictions, accounts for human event boundaries in a narrative better than surprisal, which only tracks the predicted probability of individual words tinyurl.com/kd9dpub8
Reposted by Norman Lab
Our MindEye fMRI-to-Image paper got accepted as spotlight for #NeurIPS2023! See you in New Orleans, will be my first time attending NeurIPS :)
Updated camera ready paper is also now live on arxiv: arxiv.org/abs/2305.182...
Includes new expts, appendix figures, more references to other work 🧠📈
Updated camera ready paper is also now live on arxiv: arxiv.org/abs/2305.182...
Includes new expts, appendix figures, more references to other work 🧠📈
October 10, 2023 at 1:42 PM
Our MindEye fMRI-to-Image paper got accepted as spotlight for #NeurIPS2023! See you in New Orleans, will be my first time attending NeurIPS :)
Updated camera ready paper is also now live on arxiv: arxiv.org/abs/2305.182...
Includes new expts, appendix figures, more references to other work 🧠📈
Updated camera ready paper is also now live on arxiv: arxiv.org/abs/2305.182...
Includes new expts, appendix figures, more references to other work 🧠📈