Research questionHow can robots recognize social gestures in real time despite occlusion, viewpoint changes, and noisy keypoints?Social cues such as invitations, refusals, and unavailability are not always explicit commands, while onboard observations can lose hands or arms as people move through changing viewpoints. Recognition must operate with noisy, unstable keypoints under robot latency constraints and accommodate newly emerging gesture classes.