Kosio Beshkov
@kosiob.bsky.social
Postdoc at the University of Oslo. Topology, machine learning, neuroscience and proteins.
Homotopy equivalent to a scientist.
Homotopy equivalent to a scientist.
Reposted by Kosio Beshkov
🔬 Excited to share our new paper: "Sensor Movement Drives Emergent Attention and Scalability in Active Neural Cellular Automata"
We found that when neural systems can move their sensors (like animals do!), they develop attention-like behaviors without being explicitly programmed to do so. Post 1/6
We found that when neural systems can move their sensors (like animals do!), they develop attention-like behaviors without being explicitly programmed to do so. Post 1/6
Presenting the Active Neural Cellular Automata (ANCA)
YouTube video by Mikkel Lepperød
youtu.be
March 31, 2025 at 1:16 PM
🔬 Excited to share our new paper: "Sensor Movement Drives Emergent Attention and Scalability in Active Neural Cellular Automata"
We found that when neural systems can move their sensors (like animals do!), they develop attention-like behaviors without being explicitly programmed to do so. Post 1/6
We found that when neural systems can move their sensors (like animals do!), they develop attention-like behaviors without being explicitly programmed to do so. Post 1/6
New prerpint out and my first ever blueprint(?)! Persistent homology is an amazing tool that lets us compute homology groups. But when we have highly nonlinear maps, like those in neural networks, it becomes hard to use. And that is annoying...
arxiv.org/pdf/2502.01360
1/7
arxiv.org/pdf/2502.01360
1/7
arxiv.org
February 6, 2025 at 4:57 PM
New prerpint out and my first ever blueprint(?)! Persistent homology is an amazing tool that lets us compute homology groups. But when we have highly nonlinear maps, like those in neural networks, it becomes hard to use. And that is annoying...
arxiv.org/pdf/2502.01360
1/7
arxiv.org/pdf/2502.01360
1/7