Question today at #CNS2025, “What do you think AI is missing in order to model biological intelligence?”
My poster answers this: Transformer based LLMs lack a mechanism for cognitive control.
Specifically an executive control of attention to resolve conflicts and interference.
🚨New pre-print!
Deficient Executive Control in Transformer Attention
Current transformer attention isn't "all you need".
We had ChatGPT 4o & Sonnet 3.5 take the classic Stroop task, testing their executive control of attention Can LLMs handle conflicting information? 1/
🚨AI Alignment pre-print paper!🚨
What Is the Alignment Problem in Artificial Intelligence?
It ensures AI enacts benevolently while having the rationality to foresee harmful consequences. This involves designing AI with an understanding of human values, morals, and ethics. 1/
@pursuitofprog This does make sense to me given human cognitive control only accounts for ~3.5 bps whereas the whole brain activity is estimated to be around 11 million bps and that's not accounting for cognition happening through cells other than neurons https://t.co/qUiURmzoUW
Preprint finds in n=9000 that emotional dot probe task is “not an adequately reliable measure of individual differences in attentional bias to threat” & doesn’t lend itself to “quantify differences between people, incl. individuals w elevated anxiety.”
https://t.co/TGhS6jady0
Although the «frontoparietal network (FPN) was commonly activated for both overt and covert orienting, —-> multivariate patterns of the activation of voxels in the FPN accurately predicted whether eye movements were involved or not during orienting. <— 🔥🧠👍🏼