ATLAS: Adaptive Trading with LLM AgentS Through Dynamic Prompt Optimization and Multi-Agent Coordination

By Charidimos Papadakis, Angeliki Dimitriou, Giorgos Filandrianos, Maria Lymperaiou, Konstantinos Thomas, Giorgos Stamou

Published 2026-05-20

Everscope rating

1254.8

Relevance to quantitative trading

9 / 10

Implementation complexity

8 / 10

Reproducibility

3 / 5

About this paper

Methodology: ATLAS with Adaptive-OPRO. Problem types: Algorithmic Execution, Sequential Decision-Making, Prompt Optimization, Multi-Agent Coordination, Risk Management.

arXiv:2510.15949 · Paper rankings

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