Our work reveals a sharp trade-off between predictive accuracy and model identifiability. Flexible mappings maximize predictivity, but blur the distinction between competing computational hypotheses.

Do come and talk to us about any of the above and whatever #NeuroAI is on your mind. Excited for this upcoming #CCN2025, and looking forward to exchanging ideas with all of you.

All posters can be found here: www.kietzmannlab.org/ccn2025/

And last but not least Fraser Smith's work on understanding how occluded objects are represented in visual cortex.

Time: Tuesday, August 12, 1:30 – 4:30 pm
Location: A66, de Brug & E‑Hall

Please also check out Songyun Bai's poster on further AVS findings that we were involved in: Neural oscillations encode context-based informativeness during naturalistic free viewing.

Time: Tuesday, August 12, 1:30 – 4:30 pm
Location: A165, de Brug & E‑Hall

Friday keeps on giving. Interested in representational drift in macaques? Then come check out Dan's (@anthesdaniel.bsky.social) work providing first evidence for a sequence of three different, yet comparatively stable clusters in V4.

Time: August 15, 2-5pm
Location: Poster C142, de Brug & E‑Hall

Another Friday feat: Philip Sulewski's (@psulewski.bsky.social) and @thonor.bsky.social's
modelling work. Predictive remapping and allocentric coding as consequences of energy efficiency in RNN models of active vision

Time: Friday, August 15, 2:00 – 5:00 pm,
Location: Poster C112, de Brug & E‑Hall

Also on Friday, Victoria Bosch (@initself.bsky.social) presents her superb work on fusing brain scans with LLMs.

CorText-AMA: brain-language fusion as a new tool for probing visually evoked brain responses

Time: 2 – 5 pm
Location: Poster C119, de Brug & E‑Hall
2025.ccneuro.org/poster/?id=n...

On Friday, Carmen @carmenamme.bsky.social has a talk & poster on exciting AVS analyses. Encoding of Fixation-Specific Visual Information: No Evidence of Information Carry-Over between Fixations

Talk: 12:00 – 1:00 pm, Room C1.04
Poster: C153, 2:00 – 5:00 pm, de Brug &E‑Hall
www.kietzmannlab.org/avs/

Also on Tuesday, Rowan Sommers will present our new WiNN architecture. Title: Sparks of cognitive flexibility: self-guided context inference for flexible stimulus-response mapping by attentional routing

Time: August 12, 1:30 – 4:30 pm
Location: A136, de Brug & E‑Hall

On Tuesday, Sushrut's (@sushrutthorat.bsky.social) Glimpse Prediction Networks will make their debut: a self-supervised deep learning approach for scene-representations that align extremely well with human ventral stream.

Time: August 12, 1:30 – 4:30 pm
Location: A55, de Brug & E‑Hall

In the "Modeling the Physical Brain" event, I will be speaking about our work on topographic neural networks.

Time: Monday, August 11, 11:30 am – 6:00 pm
Location: Room A2.07
Paper: www.nature.com/articles/s41...

First, @zejinlu.bsky.social will talk about how adopting a human developmental visual diet yields robust, shape-based AI vision. Biological inspiration for the win!

Talk Time/Location: Monday, 3-6 pm, Room A2.11
Poster Time/Location: Friday, 2-5 pm, C116 at de Brug & E‑Hall

For completeness sake: we know the other team and cite both of their papers in the preprint.

Devil is in the details as usual.

They (and others) focused on acuity, while we show that the actual gains do not come from acuity but the development of contrast sensitivity.