New KDnuggets article shows how modern transformers predict the next word by repeatedly refining token representations, tightening probability estimates across the vocabulary. The iterative information flow reveals why LLMs feel so fluent. Curious how the mechanics work? Dive in for a clear, open‑source‑friendly explanation. #Transformers #TokenRepresentations #LLM #InformationFlow

🔗 https://aidailypost.com/news/transformers-predict-next-word-by-iteratively-refining-token

📚 New article by Lopes-dos-Santos, Brizee & Dupret: Spatio-temporal organization of network activity patterns in the #hippocampus. They use a low-dimensional embedding of #CA1–#DG #LFP in behaving mice to reveal layer-specific #GammaRhythms and distinct firing motifs aligned with hippocampal microcircuit architecture – offering a data-driven view of how #oscillations coordinate #InformationFlow across hippocampal layers.

🌍 https://doi.org/10.1016/j.celrep.2025.115808

#Neuroscience #GammaOscillations #CompNeuro

Working with the EPA to Secure Exposed Water HMIs

https://censys.com/blog/turning-off-the-information-flow-working-with-the-epa-to-secure-hundreds-of-exposed-water-hmis

#HackerNews #Working #with #the #EPA #to #Secure #Exposed #Water #HMIs #exposedwater #HMIs #cybersecurity #EPA #watersecurity #informationflow

“Openness, it turns out, is often more a matter of organizational culture than of formal procedures or the (lack of) institutional hurdles.”

https://mastodon.lawprofs.org/@riana/110350866317793224 via @riana

#internet #governance #informationgain #informationflow #infrastructure #compute #powerdynamics #dialogue #ethnographic #strategy #culture #voices #civilsociety #institutions #transparency

How does system wide information arise from local communication?

How does long-distance communication contribute to information integration?

How do environmental feedbacks enhance information integration?

Linking the above paper to a recent special issue on liquid and solid brains for context: https://royalsocietypublishing.org/doi/10.1098/rstb.2019.0040

@PessoaBrain @ricard_sole @mikha_ehl @drmichaellevin @c4computation

#ComplexSystems #InformationFlow @complexsystems

https://www.cambridge.org/core/journals/quantitative-plant-biology/article/embodiment-in-distributed-information-processing-solid-plants-versus-liquid-ant-colonies/E166C1C573A99449448067D15B0859D0

“Our analysis suggests that it is possible to conceive intermittent collective strategies that take advantage of both hierarchical and democratic organizational schemes.”

#ComplexSystems #CollectiveBehavior #InformationFlow #ComplexNetworks @complexsystems @networkscience https://www.nature.com/articles/s41567-022-01769-8