S. Shaham

Co-Evolving Agents: Learning from Failures as Hard Negatives

A co-evolving framework that couples a target agent's self-improvement with a failure agent trained to generate hard negatives to demonstrate the value of learning to generate and use informative failures for agent self-improvement.