Han-Wen Deng

Multi-Instance Causal Representation Learning for Instance Label Prediction and Out-of-Distribution Generalization

Multi-instance learning (MIL) deals with objects represented as bags of instances and can predict instance labels from bag-level supervision. However, significant performance gaps exist between instance-level MIL algorithms and supervised learners since the instance labels are unavailable in MIL. Mo…