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🪐 Join us for an exciting Hackathon on Equivariant Neural Fields (ENFs) & Geometry-Grounded Representations! ✨ The Deep Thinking Hour, ELLIS unit Amsterdam, and the New Theory joint forces, and hosted a hackathon focused on Equivariant Neural Fields (ENFs) and geometry-grounded representations 🌆 Programs of the day 🔹 Dr. Erik Bekkers (University of Amsterdam) will dive into geometry-grounded representations and his vision for the future of representation learning 🔹 Christian Shewmake, CEO of New Theory, will explore advances in foundation models—and what’s still missing 🔹 David Knigge and David Wessels (University of Amsterdam) will introduce their cutting-edge research on ENFs and breakdown the hackathon details 🍲 Then, we fuel up with a free lunch before diving into the challenge! 💡 The Hackathon Challenge: The hackathon focuses on developing new inference or encoding schemes based on ENFs. ENFs try to overcome texture bias in CNNs and ViTs by grounding representations in geometry. Currently, geometry-grounded methods still struggle to create meaningful positional features and, at the same time, be as expressive as Sota models such as CNNs and standard Transformers. 🎯 Your mission: With this hackathon, we want to introduce you to ENFs and challenge you to try figure out solutions for new encoding schemes resulting in meaningful positional features. We will work in teams on the hackathon and have a benchmark to evaluate. 📆 Thursday, 27 February 2025 ⏰ 10:00-17:00 📍 L3.36 at LAB42 UvA 📢 Sign up now, the spots are limited! https://lnkd.in/ewqNGRkw #ELLISunitAmsterdam #deeplearning #geometricdeeplearning #AI #ML