Papers Graph-To-Graph Translation
“Graph-To-Graph Translation” 태그가 달린 논문 6편 · 필터 해제
Unified Graph Networks (UGN): A Deep Neural Framework for Solving Graph Problems
Deep neural networks have enabled researchers to create powerful generalized frameworks, such as transformers, that can be used to solve well-studied problems in various application domains, such as text and image. Howev…
Community DetectionGraph LearningGraph-To-Graph TranslationKnowledge Graph Completion+2Equivariant Denoisers Cannot Copy Graphs: Align Your Graph Diffusion Models
Graph diffusion models, dominant in graph generative modeling, remain underexplored for graph-to-graph translation tasks like chemical reaction prediction. We demonstrate that standard permutation equivariant denoisers f…
Chemical Reaction PredictionGraph GenerationGraph-To-Graph TranslationRetrosynthesisSemi-Supervised Graph-to-Graph Translation
Graph translation is very promising research direction and has a wide range of potential real-world applications. Graph is a natural structure for representing relationship and interactions, and its translation can encod…
Graph-To-Graph TranslationTranslationHierarchical Graph-to-Graph Translation for Molecules
The problem of accelerating drug discovery relies heavily on automatic tools to optimize precursor molecules to afford them with better biochemical properties. Our work in this paper substantially extends prior state-of-…
DecoderDrug DiscoveryGraph-To-Graph TranslationTranslationLearning Multimodal Graph-to-Graph Translation for Molecule Optimization
We view molecule optimization as a graph-to-graph translation problem. The goal is to learn to map from one molecular graph to another with better properties based on an available corpus of paired molecules. Since molecu…
DecoderGraph-To-Graph TranslationTranslationLearning Multimodal Graph-to-Graph Translation for Molecular Optimization
We view molecular optimization as a graph-to-graph translation problem. The goal is to learn to map from one molecular graph to another with better properties based on an available corpus of paired molecules. Since molec…
DecoderGraph-To-Graph TranslationTranslation