Luca Kolibius

@lucakolibius.bsky.social

Postdoctoral Research Scientist with Prof. Joshua Jacobs at University of Chicago. In search for the memory code. • Intracranial EEG & Single Neurons • Human hippocampus 🌐 lucakolibius.com

Also if you are interested in our most recent work, which uses ideas from AI to help understand the brain, please see our team's latest preprint, "Polysemanticity in human hippocampal neurons" - led by @xinyuanyan.bsky.social www.biorxiv.org/content/10.6...

Polysemanticity in human hippocampal neurons

To comprehend language, the brain must navigate a high-dimensional semantic landscape while seamlessly contextualizing meaning. Inspired by recent advances in the mechanistic interpretability of large language models (LLMs), we hypothesized that the brain utilizes polysemanticity, a coding strategy wherein individual neurons represent multiple semantically unrelated features through high-dimensional superposition ([Elhage et al., 2022][1]; [Olah et al., 2020][2]). We recorded single-unit activity from the human hippocampus during podcast listening. We found that hippocampal neurons exhibit dense semantic codes characterized by multiple tuning peaks with an overdispersed, isotropic geometry. This geometry satisfies the theoretical requirements for interference minimization in superimposed codes. Furthermore, semantic responses are strongly modulated by lexical and speaker-identity context; nonetheless, the underlying population geometry remains stable. This coding strategy permits rapid contextualization without requiring specialized, context-specific neurons. Indeed, we show clear pattern separation of similar terms, along with pattern completion for held-out words. Together, these results demonstrate that the human brain leverages superposition to solve a universal computational problem: maximizing semantic capacity within a constrained representational space. ### Competing Interest Statement S.A.S has consulting agreements with Boston Scientific, Zimmer Biomet, Koh Young, Abbott, and Neuropace. SAS is Co-founder of Motif Neurotech. [1]: #ref-29 [2]: #ref-77

biorxiv.org

Phase-locking as a complementary code to rate code in the human hippocampus. Happening today (13:00-17:00) at poster TT11. #sfn25

Luca Kolibius@lucakolibius.bsky.social · 10mo ago

#SfN Poster ⬇️ We report rate-independent, location-specific phase locking in human hippocampus, and episode-specific phase coding during memory.
Bring your critique - any feedback welcome! Poster attached.
#SfN25 | PSTR362.24 (Human Navigation) — Tue Nov 18, 1–5 pm, SDCC Halls B–H.

#SfN Poster ⬇️ We report rate-independent, location-specific phase locking in human hippocampus, and episode-specific phase coding during memory.
Bring your critique - any feedback welcome! Poster attached.
#SfN25 | PSTR362.24 (Human Navigation) — Tue Nov 18, 1–5 pm, SDCC Halls B–H.

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Come and visit my poster at HSN (Poster B12; Fri Nov 14, 12:45–2:30)! Neuropixels in human hippocampus (anesthesia). Neurons show strong tracking of the auditory envelope of sound cues. No evidence for sound-evoked spatial reactivation. Come and have a look! Poster attached. #HSN25

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🧠 Paper out! We investigated how hippocampal and cortical ripples support memory during movie watching. We found that: 🎬 Hippocampal ripples mark event boundaries 🧩 Cortical ripples predict later recall Ripples may help transform real-life experiences into lasting memories! rdcu.be/eui9l

Movie-watching evokes ripple-like activity within events and at event boundaries

Nature Communications - The neural processes involved in memory formation for realistic experiences remain poorly understood. Here, the authors found that ripple-like activity in the human...

rdcu.be