{ "comparison_protocol": "same_700_group_heldout_candidate_selection", "dataset_groups": 3500, "evaluation_groups": 700, "validation_group_ids_sha256": "a7e51209e227ee8b68090e7826368541f209e1365112ed718c465c3bb0f11d53", "seed": 0, "candidate_oracle_success_rate": 0.4185714285714286, "dovla_iaf": { "top1_action_selection": 0.6171428571428571, "selected_success_rate": 0.37857142857142856, "mean_selected_regret": 0.059859846833028967 }, "smolvla_expert_only_bc": { "checkpoint_revision": "c83c3163b8ca9b7e67c509fffd9121e66cb96205", "model_sha256": "7cd549ac2351fb069c0ddb3c34ad2d09cfc92b56a15dccdfc2e41467aaca01eb", "training_groups": 2800, "training_steps": 1000, "top1_action_selection": 0.5228571428571429, "selected_success_rate": 0.3457142857142857, "mean_selected_regret": 0.13656934786188815 }, "dovla_minus_smolvla": { "top1_action_selection": 0.0942857142857142, "selected_success_rate": 0.03285714285714286, "mean_selected_regret": -0.07670950102885918 }, "scope": "Both methods select among the same measured same-state CIL candidates. This artifact does not compare online policy rollout success." }