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q-bio.PE2026
Self-Replicating Neural Cellular Automata: Quantifying Emergent Phenotypic and Genotypic Diversity in an OpenEnded Substrate
Sanyam Jain, Felix Simon Reimers, Stefano Nichele
We study an in-silico substrate in which every pixel of a two-channel cellular-automata grid carries a tiny neural network (an agent) that senses its Moore neighborhood. A cell per…
cs.LG2026
Repurposing Unified Topological Signatures for Graph Representation Learning
Sanyam Sanjay Jain, Anshika Krishnatray, Aditya Sharma +1
Message-passing Graph Neural Networks (GNNs) iteratively propagate and aggregate local neighborhood information followed by global readout to learn graph representations. However,…