QDRT combines behavior-conditioned RL, multiple specialized attackers, and a MAP-Elites replay buffer to generate LLM attacks that are more toxic and cover more risk-category/style combinations.
Bäck.Evolutionary Algorithms in Theory and Practice: Evolution Strategies, Evolutionary Programming, Genetic Algorithms
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Quality-Diversity Red-Teaming: Automated Generation of High-Quality and Diverse Attackers for Large Language Models
QDRT combines behavior-conditioned RL, multiple specialized attackers, and a MAP-Elites replay buffer to generate LLM attacks that are more toxic and cover more risk-category/style combinations.