arXiv AI By Alex Alvarez, Michael Levin

Limbomorphs

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arXiv:2607. 23842v1 Announce Type: cross Abstract: Artificial life systems are typically defined by a set of dynamical rules over an environment, an agent, or both, from which lifelike patterns may emerge.

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arXiv Machine Learning
Sep 29

Bridging Body and Brain: Gene-Driven Morphology--Control Co-Design

The paper introduces Morphogene, a compact latent blueprint that links an agent’s body and control policy, enabling coordinated changes at the limb level through AdaConcat. Building on this, GeCode treats co-design as exploration within Morphogene space, using local refinement and global exploration to efficiently navigate design regions. Experiments on various 2D and 3D tasks show that GeCode outperforms state‑of‑the‑art methods, achieving faster convergence and higher performance.

By Fu Feng, Ruixiao Shi, Yucheng Xie, Jing Wang, Xin Geng