Description
VERtex Similarity Embeddings (VERSE) is a simple, versatile, and memory-efficient method that derives graph embeddings explicitly calibrated to preserve the distributions of a selected vertex-to-vertex similarity measure. VERSE learns such embeddings by training a single-layer neural network.
Source: Tsitsulin et al.
Image source: Tsitsulin et al.
Papers Using This Method
Poem Meter Classification of Recited Arabic Poetry: Integrating High-Resource Systems for a Low-Resource Task2025-04-16Computational Discovery of Chiasmus in Ancient Religious Text2025-01-18VerSe: Integrating Multiple Queries as Prompts for Versatile Cardiac MRI Segmentation2024-12-20Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image Segmentation2024-08-07SLoRD: Structural Low-Rank Descriptors for Shape Consistency in Vertebrae Segmentation2024-07-11GPT Czech Poet: Generation of Czech Poetic Strophes with Language Models2024-06-18(Not) Understanding Latin Poetic Style with Deep Learning2024-04-09Holistic Inverse Rendering of Complex Facade via Aerial 3D Scanning2023-11-20VertDetect: Fully End-to-End 3D Vertebral Instance Segmentation Model2023-11-16Quranic Conversations: Developing a Semantic Search tool for the Quran using Arabic NLP Techniques2023-11-09Model of models -- Part 12023-08-08Robust vertebra identification using simultaneous node and edge predicting Graph Neural Networks2023-07-27Crosslingual Transfer Learning for Low-Resource Languages Based on Multilingual Colexification Graphs2023-05-22Translate the Beauty in Songs: Jointly Learning to Align Melody and Translate Lyrics2023-03-28Purposeful and Operation-based Cognitive System for AGI2023-01-31Active CT Reconstruction with a Learned Sampling Policy2022-11-03Chandojnanam: A Sanskrit Meter Identification and Utilization System2022-09-29MeloForm: Generating Melody with Musical Form based on Expert Systems and Neural Networks2022-08-30PoeLM: A Meter- and Rhyme-Controllable Language Model for Unsupervised Poetry Generation2022-05-24The Power of Fragmentation: A Hierarchical Transformer Model for Structural Segmentation in Symbolic Music Generation2022-05-17