MAGMA-GEN: Validated Recovery Supervision from Ambiguous Failures via Counterfactual Re-Execution.

arXiv:2609.20056v1 Announce Type: new Abstract: Hierarchical robotic systems executing long-horizon manipulation tasks must make high-level semantic decisions that orchestrate stochastic low-level skills. In this setting, failed rollouts are ambiguous: a poor