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I love my lab🫶

Us 3 years ago❤️ credit to Gail Albert Halaban

Happy New Year🎉 Thrilled to start 2025 with a $1M award from CZI Science Chan Zuckerberg Initiative to study the maternal brain using AI! We're grateful for the chance to advance science for mothers worldwide🧠 The Ann S. Bowers Women's Brain Health Initiative Geometric Intelligence Lab Emily G. Jacobs 🦋 @emilyjacobs.bsky.social Susana Carmona Magdalena Martínez-García PhD🦋

Come and see me present my current work!

Thanks so much for hosting this Mathilde, and thanks everyone for coming! It was a blast🌟

Amazing work Fatih! 🧠

Want to learn more?🧐 📺 Subscribe to the Symmetry and Geometry in Neural Representations YouTube channel and find more talks by Melanie Weber Kostas Daniilidis Robin Walters Erik Bekkers S. Ravanbakhsh Andy Keller & more! youtube.com/@neurreps 🌐 Follow our lab Geometric Intelligence Lab Real AI @ UCSB : gi.ece.ucsb.edu

In case you missed it! Watch the talk Nina Miolane 🦋 @ninamiolane.bsky.social and I gave to open the 2025 Neureps Global Speaker Series🌟 Thank you Neureps and Mathilde Papillon🦋 mathildepapillon .bsky .social for hosting 🧠🧬

See this work with Bariscan, the new rising star student from Turkey! Here, we show how even simple changes to task or optimization parameters can lead to distinct geometrical solutions. Most interestingly, this is not completely random. Instead, there are phases of algorithms!!

🧵 New paper! We explore sparse coding, superposition, and the Linear Representation Hypothesis (LRH) through identifiability theory, compressed sensing, and interpretability research. If neural representations intrigue you, read on! 🤓 arxiv.org/abs/2503.01824

Join us next Monday for a webinar on neuroimaging and how to advance women's brain health research! 🧠 📅 March 3rd, 8 - 9 am Pacific Time. 👉 Register: cornell.zoom.us/webinar/regist… With Josh Buckholtz catie Amy Kuceyeski | @[email protected] Monica Rosenberg Ted Satterthwaite & I ! The Ann S. Bowers Women's Brain Health Initiative

📢 New Paper Alert! 🚀 Excited to share our latest work, "Ordered Topological Deep Learning: a Network Modeling Case Study", which shows the first state-of-the-art TDL application to a real-world scenario! 📄arxiv.org/pdf/2503.16746 A thread 🧵👇 (1/5)

Gorgeous tutorial from Mathilde! Check it out!

🚨Higher-order combinatorial models in TDL are notoriously slow and resource-hungry. Can we do better? Introducing: 🚀 𝐇𝐎𝐏𝐒𝐄: A Scalable Higher-Order Positional and Structural Encoder for Combinatorial Representations 🚀 📝 arXiv: arxiv.org/abs/2505.15405 🧵 (1/6)

Pregnancy & motherhood transform the brain in ways we're only beginning to understand🧠 We're uncovering these changes with Susana Carmona Magdalena Martínez-García PhD🦋 Emily G. Jacobs 🦋 @emilyjacobs.bsky.social Hannah Grotzinger Kaya Jordan neuromaternal thanks to CZI Science's generous support ! tinyurl.com/38jb7hm6