Learning from Failures: Heterogeneous Graph Memory for Small Language Model Tool-Using Agents

Jiaxing Li, Lei Song, Rui Dong +1

Small and medium-sized language models offer cost-effective executors for tool-using agents, making them attractive for local and large-scale deployment. However, in long-horizon a…