Statistical Learning
Empowering Active Learning for 3D Molecular Graphs with Geometric Graph Isomorphism
Molecular learning is pivotal in many real-world applications, such as drug discovery.
6454dcd80b5373daaa97e53ce32c78a1-Paper-Conference.pdf
Wepropose twoinnovativealgorithms, DP-GLMtron and DP-TAGLMtron, that outperform the conventional DPSGD. Inlight ofthevast quantities of personal and sensitiveinformation involved, traditional methods of ensuring privacy are encountering significant challenges.
DECRL: A Deep Evolutionary Clustering Jointed Temporal Knowledge Graph Representation Learning Approach
TKGs, TKG representation learning poses great challenges to the research community.
Federated Multi-Objective Learning
In recent years, multi-objective optimization (MOO) emerges as a foundational problem underpinning many multi-agent multi-task learning applications.