We are excited to share that two of our papers have been accepted to ETRA 2026!

1. QualitEye: Public and Privacy-preserving Gaze Data Quality Verification
Mayar Elfares, Pascal Reisert, Ralf Küsters, Andreas Bulling

2. Learning Alignments of Human Gaze and Fine-grained Task Descriptions
Takumi Nishiyasu, Zhiming Hu, Andreas Bulling, Yoichi Sato

Congratulations to all authors!

For preprints and updates, feel free to visit our website: https://www.collaborative-ai.org/

#ETRA2026 #EyeTracking #HCI

Collaborative Artificial Intelligence

Our group conducts fundamental research towards collaborative artificial intelligence (CAI) at the intersection of multimodal machine learning, computational cognitive modelling, computer vision, and human-machine interaction.

FYI: Lumen Research brings attention measurement to Netflix ads in five European markets: Lumen Research partners with Netflix to deliver eye-tracking attention measurement for CTV, desktop, and mobile ads in the UK, Germany, France, Italy, and Spain. https://ppc.land/lumen-research-brings-attention-measurement-to-netflix-ads-in-five-european-markets/ #AttentionMeasurement #NetflixAds #DigitalMarketing #CTV #EyeTracking
Lumen Research brings attention measurement to Netflix ads in five European markets

Lumen Research partners with Netflix to deliver eye-tracking attention measurement for CTV, desktop, and mobile ads in the UK, Germany, France, Italy, and Spain.

PPC Land
ICYMI: Lumen Research brings attention measurement to Netflix ads in five European markets: Lumen Research partners with Netflix to deliver eye-tracking attention measurement for CTV, desktop, and mobile ads in the UK, Germany, France, Italy, and Spain. https://ppc.land/lumen-research-brings-attention-measurement-to-netflix-ads-in-five-european-markets/ #LumenResearch #NetflixAds #AttentionMeasurement #EyeTracking #CTV
Lumen Research brings attention measurement to Netflix ads in five European markets

Lumen Research partners with Netflix to deliver eye-tracking attention measurement for CTV, desktop, and mobile ads in the UK, Germany, France, Italy, and Spain.

PPC Land
Eye Tracking Is The Missing Piece In Mark Zuckerberg's VR Strategy

Why did Meta take a pause on eye tracking after the Quest Pro?

UploadVR

Experts explain why the 'Infinity Tracing Technique' can be a game changer for people with insomnia

https://fed.brid.gy/r/https://www.upworthy.com/infinity-tracing-technique-for-sleep

We benchmarked the direct competitor of the EyeLink 1000 Plus: VPixx' TRACKPixx3 eye-tracker. Across 8 tasks (see graph), accuracy was mostly similar, especially at the fixation level. A key difference emerged at the sample level: TRACKPixx3 uses an undocumented internal filter which yields smoother sample data but may affect saccade kinematics and fixation onsets. Check the paper for fine-grained results:

https://osf.io/preprints/psyarxiv/vucg3_v1

#EyeTracking #VisionScience #Psycholinguistics #ResearchMethods

Compositional data (proportions that sum to 1) behave in ways standard models aren’t built for

I walk through why Dirichlet regression is often the right tool & what extra insight it gives, using a real example of eyetracking

#Dirichlet #r #brms #guide #eyetracking #ordbetareg #tutorial #reanalysis #substack

https://open.substack.com/pub/mzloteanu/p/where-were-you-looking-re-analysis?r=3b457w&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true

Where were you looking? Reanalysis of Satchell, Hall, and Jones (2025)

An illustration on analyzing composite probabilities using Dirichelt models

Figuring Stuff Out - Dr Mircea Zloteanu

New preprint on spatial bias in visual attention and how to counter it. In a two-alternative forced choice task, we show a 300% increase in statistical power when left-bias is neutralized. More is possible. Implications for visual world paradigm and perhaps the maze task.

https://osf.io/preprints/psyarxiv/p8gz7_v1

This started as a student project in our eye-tracking course. Amazing to see what cool things students will put together if you let them.

#attention #vision #eyetracking #spatialbias #2afc

OSF

Are you interested in the intersection of #eyetracking and #visualization? Then #ETVIS might just be the thing for you! Supported by #sfbtrr161, the 10th ETVIS workshop takes place in conjunction with #ETRA2026. Submit your papers until March 2, 2026: https://www.etvis-workshop.org/etvis-2026.html
From PsyPost.org: New study suggests memory games with emotional cues can reduce anxiety-driven focus: Using eye-tracking technology, scientists found that a month of specific mental training reduced the tendency of anxious individuals to instantly lock onto threatening faces, targeting the subconscious roots of social fear. http://dlvr.it/TQKnFx News: bit.ly/3LA2jdQ #MentalHealth #AnxietyRelief #MemoryGames #EmotionalIntelligence #EyeTracking
New study suggests memory games with emotional cues can reduce anxiety-driven focus

Using eye-tracking technology, scientists found that a month of specific mental training reduced the tendency of anxious individuals to instantly lock onto threatening faces, targeting the subconscious roots of social fear.

PsyPost Psychology News