Preprint Open access
ReSAIL: Mitigating Collapse in Iterative Agent Self-Distillation
Iterative self-distillation enables LLM agents to learn from successive deployments, offering a path toward recursive self-improvement (RSI). Yet our experiments with existing methods reveal a collapse in deployment performance across cycles, while task performance with privileged information (PI) also declines. We add …