2 papers
cs.CV2026
DeferredSeg: A Multi-Expert Deferral Framework for Trustworthy Medical Image Segmentation
Qiuyu Tian, Haoliang Sun, Yunshan Wang +2
Segmentation models based on deep neural networks demonstrate strong generalization for medical image segmentation. However, they often exhibit overconfidence or underconfidence, l…
cs.LG2025
CausalCOMRL: Context-Based Offline Meta-Reinforcement Learning with Causal Representation
Zhengzhe Zhang, Wenjia Meng, Haoliang Sun +1
Context-based offline meta-reinforcement learning (OMRL) methods have achieved appealing success by leveraging pre-collected offline datasets to develop task representations that g…