Review for NeurIPS paper: One-bit Supervision for Image Classification
–Neural Information Processing Systems
Additional Feedback: I consider this work as a new method in the context of semi-supervised learning and actively learning. Indeed, these are the two topics the authors of the paper reviewed as the related work to this work. The method essentially is yet another way to rearrange labeled samples and unlabeled samples in order to identify "active" samples to improve the learning accuracy. Thus, it is not an eye-opening, truly novel approach. I would argue that this method is incrementally novel at best.
Neural Information Processing Systems
Jan-21-2025, 05:53:35 GMT