← Search

Xing Shen

2 accepted papers

2026

BayesAgent: Bayesian Agentic Reasoning Under Uncertainty via Verbalized Probabilistic Graphical Modeling

AAAI 2026technical

Human cognition excels at transcending sensory input and forming latent representations that structure our understanding of the world. While Large Language Model (LLM) agents demonstrate emergent reasoning and decision-making abilities, they lack a principled framework for capturing latent structure

Cited by 0SourcePDFScholar
2021

DCT-Mask: Discrete Cosine Transform Mask Representation for Instance Segmentation

CVPR 2021poster

Binary grid mask representation is broadly used in instance segmentation. A representative instantiation is Mask R-CNN which predicts masks on a 28*28 binary grid. Generally, a low-resolution grid is not sufficient to capture the details, while a high-resolution grid dramatically increases the train…

Cited by 88PDFcodeScholar