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Antonia Wüst

@toniwuest.bsky.social
94 followers 70 following 42 posts

PhD student at AIML Lab TU Darmstadt Interested in concept learning, neuro-symbolic AI and program synthesis

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Antonia Wüst @toniwuest.bsky.social · 25/09/2026
Excited to share that our paper ZendoWorld has been accepted to #NeurIPS2026! 🎉 ZendoWorld tests interactive visual reasoning and demonstrates that current agents (VLM and NeSy) still struggle with both rule induction and informative experimentation 🤖💭
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Antonia Wüst @toniwuest.bsky.social · 21/07/2026
Thrilled to be in beautiful Rio this week for #CogSci2026! 🥥🌴🇧🇷 I'll be giving a talk tomorrow at 11:05 AM at the Foundations for Foundation Models workshop on improving visual reasoning of VLMs via program synthesis. Looking forward to great discussions!
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Antonia Wüst @toniwuest.bsky.social · 14/07/2026
Can AI agents act like scientists when reasoning about visual scenes? 🔬 Not just label what they see, but form explicit hypotheses, design experiments to test them, and revise their beliefs in light of the evidence. We built ZendoWorld to find out!
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Antonia Wüst @toniwuest.bsky.social · 03/06/2026
I'm in Denver at #CVPR2026 this week! 🏔️ Together with @wolfstammer.bsky.social, I will be presenting our recent work, Vision-Language Programs, at Poster Session 3 on Saturday ⏰ 11:45 am - 1:45 pm. Very excited to share our work and discuss the ideas behind it!
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Reposted by Antonia Wüst
Charley Wu @thecharleywu.bsky.social · 23/03/2026
🚨Last week to apply for a 3 year postdoc with me and @dominikdeffner.bsky.social, embedded in theadaptivemind-excellencecluster.de Focus is on developing innovative experiments and computational models to understand social & cultural learning. Deadline is March 30th 👉 hmc-lab.com/SocialLearni...
hmc-lab.com
Postdoc position -- Social Learning and Cultural Evolution
Postdoc position -- Social Learning and Cultural Evolution posted on March 2, 2026 We are currently seeking a highly motivated individual...
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Antonia Wüst @toniwuest.bsky.social · 13/03/2026
We are extending the deadline to submit abstracts for the poster session to 21 March 2026 (AoE)! 🗓️ We invite researchers to present recent work on topics regarding human and artificial creativity. Previously published work is welcome 🤗 📥 Register and submit your abstract here: eveeno.com/342278190
eveeno.com
RMU AI and Creativity Symposium
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Antonia Wüst @toniwuest.bsky.social · 25/02/2026
Excited to share that our paper "Synthesizing Visual Concepts as Vision-Language Programs" has been accepted to #CVPR2026! 🎉 We propose a novel method that combines VLMs with symbolic program synthesis to learn reliable programs of visual concepts. 🌐 ml-research.github.io/vision-langu...
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Antonia Wüst @toniwuest.bsky.social · 10/02/2026
We are pleased to announce a one-day symposium on AI and Creativity in Darmstadt! Join us for an inspiring lineup of speakers and a full day dedicated to exploring creativity in modern machine learning models and the relationship between biological and artificial creation. 🎨🤖
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Antonia Wüst @toniwuest.bsky.social · 21/01/2026
Super excited that our recent work got featured in the Abstract Synthesis podcast! 🚀 I joined Brian to discuss inductive reasoning in vision and how we can combine Vision-Language Models with Program Synthesis to enable more reliable and interpretable reasoning 💡 Podcast: youtu.be/uefqvsButp8?...
youtu.be
Vision-Language Programs - Antonia Wüst
YouTube video by Ndea
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Antonia Wüst @toniwuest.bsky.social · 01/12/2025
After an amazing time in LA and Joshua Tree Park, I’m excited to head to NeurIPS next week. My colleagues and I will be presenting some of our recent work (see below). Looking forward to connecting and starting new conversations. Feel free to reach out if you want to chat! 💬
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Antonia Wüst @toniwuest.bsky.social · 30/11/2025
🚨 New paper alert! We introduce Vision-Language Programs (VLP), a neuro-symbolic framework that combines the perceptual power of VLMs with program synthesis for robust visual reasoning.
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Reposted by Antonia Wüst
Martin Trapp @trappmartin.eurosky.social · 18/09/2025
Unfortunately, our submission to #NeurIPS didn’t go through with (5,4,4,3). But because I think it’s an excellent paper, I decided to share it anyway. We show how to efficiently apply Bayesian learning in VLMs, improve calibration, and do active learning. Cool stuff! 📝 arxiv.org/abs/2412.06014
arxiv.org
Post-hoc Probabilistic Vision-Language Models
Vision-language models (VLMs), such as CLIP and SigLIP, have found remarkable success in classification, retrieval, and generative tasks. For this, VLMs deterministically map images and text descripti...
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Antonia Wüst @toniwuest.bsky.social · 20/08/2025
Can the new GPT-5 model finally solve Bongard Problems? 👉Not quite yet! Using our ICML Bongard in Wonderland setup, it solved 64/100 problems - the best score so far! 📈 However, some issues still persist ⬇️
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Reposted by Antonia Wüst
wolfstammer.bsky.social @wolfstammer.bsky.social · 07/07/2025
Can concept-based models handle complex, object-rich images? We think so! Meet Object-Centric Concept Bottlenecks (OCB) — adding object-awareness to interpretable AI. Led by David Steinmann w/ @toniwuest.bsky.social & @kerstingaiml.bsky.social . 📄 arxiv.org/abs/2505.244... #AI #XAI #NeSy #CBM #ML
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Antonia Wüst @toniwuest.bsky.social · 12/07/2025
I'll be at #ICML2025 next week presenting our recent work on VLMs and Bongard Problems! Feel free to reach out, happy to have a chat ☺️
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Antonia Wüst @toniwuest.bsky.social · 02/05/2025
Excited to share that our paper got accepted at #ICML2025!! 🎉 We challenge Vision-Language Models like OpenAI’s o1 with Bongard problems, classic visual reasoning challenges and uncover surprising shortcomings. Check out the paper: arxiv.org/abs/2410.19546 & read more below 👇
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