In our recent work, Imitation Learning for Multi-Turn LM Agents via On-Policy Expert Corrections, we expose the problem of covariate shift in SWE LM agents and propose a simple, practical fix that significantly improves training efficiency and agent robustness.
Niklas Lauffer
