Evolutionary Algorithms

2 items

RESEARCHarXiv CS.CL·27d ago

Decomposing Evolutionary Mixture-of-LoRA Architectures: The Routing Lever, the Lifecycle Penalty, and a Substrate-Conditional Boundary

This paper decomposes an evolutionary Mixture-of-LoRA system, examining factors such as router rewrite, per-domain evaluation, and an adaptation lifecycle. Results indicate that the router rewrite is solely responsible for the balanced log-PPL improvement observed.

neural networks machine learning large language models LoRA

RESEARCHarXiv CS.AI·4/23/2026

EvoForest: A Novel Machine-Learning Paradigm via Open-Ended Evolution of Computational Graphs

EvoForest introduces a novel neuro-symbolic system for open-ended evolution of computation, moving beyond simple parameter optimization. It jointly evolves computational structures, function families, and trainable components to tackle complex structured prediction problems.

computational graphs machine learning Evolutionary Algorithms Neuro-symbolic AI