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Context Lab

@contextlab.bsky.social
319 followers 0 following 49 posts

A motley crew of science nerds trying to understand the inner workings and limits of human memory. Plus some Bayesian stuff...and 🧁. Director: @jeremyrmanning.bsky.social www.context-lab.com

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Context Lab @contextlab.bsky.social · 08/09/2026
In our latest study, led by @paxt0n4.bsky.social, we build a geometric framework to ask how our memories change with the passage of time ⏰ Title: Delayed recountings preserve but simplify the semantic geometry of earlier recountings Preprint: osf.io/mhxtd_v1 Code/data: github.com/ContextLab/m... 🧵
osf.io
OSF
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Context Lab @contextlab.bsky.social · 13/08/2026
Super excited to announce our next big project: an NSF-funded collaboration with the @exploratorium.bsky.social to build museum exhibits that adapt on-the-fly to visitor interests, goals, and background knowledge! 🧑‍🔬🩻🔬🥼🧪🧬🤓🤖🚀 www.nsf.gov/awardsearch/...
nsf.gov
Award Details - NSF Award Search
Find award details and explore award abstracts and publications.
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Context Lab @contextlab.bsky.social · 06/05/2026
Check out our latest collab with Manish Saggar, @richardfbetzel.bsky.social, et al. (lead: Chunyin Siu)! We use TDA to show that 2nd-order (edge) brain interactions more distinctly segregate task connections than other kinds of network patterns. Paper/code/data: www.biorxiv.org/content/10.6...
biorxiv.org
Global topology of brain-wide co-fluctuations links task states, personality, and behavioral symptom dimensions
Functional connectivity in network neuroscience is traditionally characterized using time-averaged correlations between brain regions. While these summaries capture stable large-scale organization, they do not fully reflect the temporal structure of moment-to-moment interactions. Here, we investigate how the order of interaction used to represent brain dynamics shapes the organization recovered from neural data. We compare three interaction representations of fMRI dynamics: regional activation (node time series), pairwise co-fluctuations (edge time series), and higher-order triplet interactions (triangle time series); within a common topological framework using Mapper from topological data analysis (TDA). Across task and resting-state data, Mapper representations derived from pairwise co-fluctuations more distinctly segregate task conditions than activation-based or higher-order representations. This organization reflects structured coordination patterns beyond activation polarity and is driven by high-amplitude interaction events. Beyond task states, modularity quality computed across all Mapper representations is highest for edge time series and selectively associated with stable individual differences: higher modularity relates to higher conscientiousness and lower internalizing and externalizing symptom dimensions. Together, these findings suggest that behaviorally relevant information is reflected in the topology of moment-to-moment brain interactions. Topological analysis of interaction-level dynamics therefore provides a complementary and interpretable framework for linking large-scale neural coordination to cognition, personality, and mental health. ### Competing Interest Statement The authors have declared no competing interest. National Institute of Mental Health, https://ror.org/04xeg9z08, MH127608 Stanford Maternal and Child Health Research Institute, https://ror.org/00yt0ea73, Faculty Scholar Award
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Context Lab @contextlab.bsky.social · 02/04/2026
Curious what a representation of "everything" you know might look like? Wonder how you might fill it in? Check out our demo and paper (led by @paxt0n4.bsky.social and now out in @natcomms.nature.com ), or read on to learn more! Demo: context-lab.com/mapper/ Paper: www.doi.org/10.1038/s414...
context-lab.com
Knowledge Mapper
An interactive tool that maps out everything you know. Answer questions and watch your personalized knowledge map take shape.
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Context Lab @contextlab.bsky.social · 11/03/2026
Do you use @youcanbookme.bsky.social or @calendly-official.bsky.social for scheduling? We were frustrated with recent increases in pricing, so we tapped @anthropic.com's Claude to help! You can easily use it yourself: 100% free to set up and host: cdl-scheduler.readthedocs.io/en/latest/
cdl-scheduler.readthedocs.io
CDL Scheduler documentation
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Context Lab @contextlab.bsky.social · 16/01/2026
With our v1.0 release, dream-stream now comes in Android 🤖! context-lab.com/dream-stream...
context-lab.com
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Jeremy Manning @jeremyrmanning.bsky.social · 11/01/2026
I made a quirky little web app to help guide your lucid dreams: context-lab.com/dream-stream/ It's kind of like a "netflix" or "spotify" for lucid dreaming-- you select different narratives to form a playlist, and then it uses your device's microphone to start playing when it detects you're in REM.
context-lab.com
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Jeremy Manning @jeremyrmanning.bsky.social · 07/01/2026
Excited to be teaching a new undergraduate course on Models of Language and Conversation this term! Check it out here: context-lab.com/llm-course/ I've added lots of fun interactive demos of chatbots and NLP techniques that let students dig into the approaches.
context-lab.com
Models of Language and Communication - PSYC 51.17
Course materials for PSYC 51.17: Language Models from Scratch - Dartmouth College
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Context Lab @contextlab.bsky.social · 06/11/2025
Remember when grinding leetcode was still a thing? If you'd like to hone your coding skills, or even just return to that simpler time for nostalgia's sake, you might enjoy this project from our group: github.com/ContextLab/l... Happy hacking! 👩‍💻
github.com
GitHub - ContextLab/leetcode-solutions: Leetcode discussions, brainstorming, musings, and solutions
Leetcode discussions, brainstorming, musings, and solutions - ContextLab/leetcode-solutions
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Context Lab @contextlab.bsky.social · 28/10/2025
🚨 New preprint alert! We use trained-from-scratch GPT-2 models to characterize & capture the unique writing styles of individual authors. We also develop a new LLM-based relative stylometric measure. Paper: arxiv.org/abs/2510.21958 Code/data: github.com/ContextLab/l... 🤗: huggingface.co/contextlab
A plot showing a 3D projection of 8 "authors" (each represented with a differently colored and labeled dot). Stylistic distances between authors are reflected by spatial distances in the plot.
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Context Lab @contextlab.bsky.social · 14/06/2025
🤠 New release announcement for our datawrangler package! Try it using: pip install --upgrade pydata-wrangler Lots of awesome performance improvements (including native polars support!), simplified API, support for @hf.co text embeddings, etc. More info here: data-wrangler.readthedocs.org
data-wrangler.readthedocs.org
DataWrangler — datawrangler 0.4.0 documentation
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Context Lab @contextlab.bsky.social · 25/04/2025
We're super excited to announce that we've officially convinced @cgonciulea.bsky.social to join our rag-tag (but VERY classy) team of science nerds this fall as a @dartmouthpbs.bsky.social PhD student 🎉🥳🤓🧠🧑‍🔬🎓!!
media.tenor.com
a group of men and women are standing next to each other on a stage dancing .
ALT: a group of men and women are standing next to each other on a stage dancing .
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Jeremy Manning @jeremyrmanning.bsky.social · 13/02/2025
Just finished a draft of my Models of Memory (grad) course that I'm teaching this spring! Please share/borrow/re-use/follow along as desired, and if you have feedback or suggestions I'd really love to hear (especially while I can still change it)! All materials are here: github.com/ContextLab/m...
github.com
GitHub - ContextLab/memory-models-course: Dartmouth graduate course (PSYC 133) on computational memory models
Dartmouth graduate course (PSYC 133) on computational memory models - ContextLab/memory-models-course
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Context Lab @contextlab.bsky.social · 26/11/2024
Re-sharing from Xitter-- new paper out in @pnas.org (lead: Lucy Owen)! We show how the informativeness and compressibility of brain activity patterns change under different levels of cognitive engagement: www.pnas.org/doi/10.1073/... Lots of neat stuff in there!
pnas.org
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Context Lab @contextlab.bsky.social · 19/11/2024
Excited to have this out in @natureportfolio.bsky.social! We found that real & fictional people communicate roughly 1.5x more about the past than the future. In turn, this influences the interferences we make about past & future events in *other* people's lives. www.nature.com/articles/s41...
nature.com
Temporal asymmetries in inferring unobserved past and future events - Nature Communications
Memories of our past experiences enable us to reconstruct (in the present) our past better than our future. Here, the authors show that we are also able to better reconstruct the pasts (versus futures...
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Context Lab @contextlab.bsky.social · 19/12/2023
Now live in SoftwareX! www.sciencedirect.com/science/arti...
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Context Lab @contextlab.bsky.social · 30/11/2023
Jumping on the "make it more" bandwagon to depict an *extremely* typical day in our lab!
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Jeremy Manning @jeremyrmanning.bsky.social · 01/11/2023
Imagine Google Colab notebooks that support: ✔️ Automatic dependency installs ✔️ Pinned package versions ✔️ Ability to download/run locally without additional setup "pip install davos" today! Share + vote for "default" Colab integration by clicking the 👍 here: github.com/googlecolab/...
github.com
Add a new package, `davos`, to the set of preinstalled packages in colaboratory to help manage depen...
Is your feature request related to a problem? Please describe. I've run into several dependency-related "frustrations" when sharing colaboratory notebooks: Importing packages that aren't included i...
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Context Lab @contextlab.bsky.social · 31/10/2023
🚨 Updated preprint (lead: @xxming.bsky.social) on how inferences about unobserved past/future events are informed by conversations! osf.io/yp2qu/ 🚨 This update includes a new pre-registered replication + meta analysis. We think we've found some neat fundamental properties of human conversation! 🧪🧠
osf.io
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Context Lab @contextlab.bsky.social · 25/10/2023
📣: Just updated our "modeling Khan Academy learning" preprint (lead: @paxt0n4.bsky.social)! We're excited about this revision and grateful to our reviewers-- lots of neat new analyses using text embeddings to show how knowledge changes over time + conceptual content. Link: osf.io/preprints/ps...
osf.io
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Context Lab @contextlab.bsky.social · 03/10/2023
Excited to announce the latest release of our "Davos" #python package (v0.2.3)! 🎉🥳 Add Davos to a Jupyter notebook by: - inserting a new cell with this code at the top: %pip install davos import davos - replacing all uses of "import" with "smuggle" More info here: github.com/ContextLab/d...
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Context Lab @contextlab.bsky.social · 18/09/2023
Hello blue sky! Our lab studies #learning & #memory. We do roughly 50% cog sci style studies and 50% brain networky things, with some overlap where possible. Lately we've been excited about real-world memory in classrooms and conversations. We'll use this account to share our papers/software! 🧑‍🔬🧪🧠🧑‍💻
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