Deng Pan
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dengpan.bsky.social
Deng Pan
@dengpan.bsky.social
DPhil(PhD) student @ox.ac.uk, @oxexppsy.bsky.social studying #CognitiveNeuroscience | B.S. from @pku1898.bsky.social.
Website: https://www.psy.ox.ac.uk/people/deng-pan
Twitter: https://x.com/DengPan18
6. 🚀 This is enabled by transcranial ultrasound stimulation (TUS)—a safe, reversible, precise method to non-invasively probe deep brain function, which finally makes the hippocampus accessible in healthy humans.

Here is me being stimulated to test the TUS effect myself.
August 28, 2025 at 8:34 PM
5. 🌟Empirical evidence: Using TUS to temporarily modulate hippocampal activity in healthy humans, we primarily disrupted their ability to use relational knowledge for inference, confirming its causal necessity for relational structure learning.
August 28, 2025 at 8:33 PM
4. ⏩Computational predictions: An RNN trained on our task developed hippocampus-like units encoding relational structure. Lesioning these units selectively disrupted inference — predicting the hippocampus’s causal role.
August 28, 2025 at 2:11 PM
3. 🧠 Neural basis: using fMRI, we show that such relational knowledge is consistently represented in the hippocampus across diverse contexts, in a manner distinct from other brain regions.

Next, we asked: Is this representation causally necessary for structure-based inference?
August 28, 2025 at 2:08 PM
2. 🤖 Our RL models show that only models with relational knowledge capture human behaviour, outperforming experience-only models.
August 28, 2025 at 2:07 PM
1. 👥 When meeting new people, we don’t learn about them from scratch — in our “Goalkeeper Game”, participants showed structure-based inference by leveraging relational knowledge to rapidly learn new relationships in changing environments.
August 28, 2025 at 2:05 PM
🚨We believe this is a major step forward in how we study hippocampus function in healthy humans.

Using novel behavioral tasks, fMRI, RL & RNN modeling, and transcranial ultrasound stimulation (TUS), we demonstrate the causal role of hippocampus in relational structure learning.
August 28, 2025 at 2:00 PM