Evolutionary AI

2 items

RESEARCHarXiv CS.AI·27d ago

EVOCHAMBER: Test-Time Co-evolution of Multi-Agent System at Individual, Team, and Population Scales

EVOCHAMBER presents a training-free framework that instantiates test-time evolution at three levels over a coevolving agent pool, distinguishing it from single-agent approaches. It features CODREAM, a post-task protocol for collaborative reflection and asymmetric knowledge routing after team failures or disagreements.

Evolutionary AI machine learning multi-agent systems Collaboration

RESEARCHarXiv CS.AI·14d ago

In Search of the Ingredients of Open-Endedness: Replicating Picbreeder with Large Vision-Language Models

This research explores AI's capacity for open-ended discovery in creative production by replicating Picbreeder with Vision-Language Models. It observes clear qualitative differences between AI-generated outputs and historical human baselines, attempting to characterize them.

Open-Ended Learning Vision-Language Models Evolutionary AI AI Research