CARF: Contrastive Attraction-Repulsion of Failure-Guided Flow Matching
Paper • 2609.21982 • Published
Source: aHiroakiIshikawa/so101_6dof_2cameras_yellow_cube_failure_20261024_180959_trimmed, pinned revision e0b8b2c59fd6a840dacac722711aadef8126b929.
ユーザー指定に基づき、各エピソードの最初のgripper開口完了直後から最初の把持動作の閉口・接触相当の停止までを切り出した不例データです。2カメラ映像と実測gripper位置で区間を確認し、その後の持ち上げ・再開口・復帰は含めていません。実測位置の停止は把持成功や接触センサーによる検証を意味しません。
annotation.is_negative = true on every retained row; segment annotations and exact source boundaries in trim_manifest.json.CARF motivates separating failure-critical behaviors. These are user-directed phase-level negative labels, not predictions from CARF's learned progress scorer. They do not establish that every individual action is failure-critical; CARF training still requires an appropriate scorer or an explicitly adapted negative-segment training pipeline.