2 papers
cs.CV2026
TransBiolab: A Real-World Multi-View Dataset of Cluttered Transparent Biomedical Objects
Ke Ma, Yifei Wang, Meng Wang +1
Autonomous biomedical laboratories increasingly rely on visual perception to recognize, localize, and manipulate transparent plasticware, yet high-quality real-world datasets for t…
cs.LG2025
A Signed Graph Approach to Understanding and Mitigating Oversmoothing in GNNs
Jiaqi Wang, Xinyi Wu, James Cheng +1
Deep graph neural networks (GNNs) often suffer from oversmoothing, where node representations become overly homogeneous with increasing depth. While techniques like normalization,…