Research Summary Sun, 10 Oct 2021 Research Reinforcement Learning Reinforcement Learning in Knowledge Graph Reasoning
Research Summary Mon, 27 Sep 2021 transfer learning meta learning multi-task learning online learning curriculum Learning Comparison of Different Learning Types in Machine Learning
Paper Reading Wed, 04 Dec 2019 Research Paper Paper总结 - DKRL:Description-Embodied Knowledge Representation Learning
Paper Reading Wed, 04 Dec 2019 Research Paper Paper总结 - LAN: Logic Attention Based Neighborhood Aggregation for Inductive Knowledge Graph Embedding
Paper Reading Sat, 30 Nov 2019 Research Paper Paper总结 - Observed versus latent features for knowledge base and text inference
Paper Reading Wed, 30 Oct 2019 Research Paper Paper总结 - PuTransE: Non-parametric estimation of multiple embeddings for link prediction on dynamic knowledge graphs
Paper Reading Thu, 24 Oct 2019 Research Paper Paper总结 - ConvE: Convolutional 2D knowledge graph embeddings
Paper Reading Thu, 24 Oct 2019 Research Paper Paper总结 - NTN: Reasoning with neural tensor networks for knowledge base completion
Paper Reading Wed, 23 Oct 2019 Research Paper Paper总结 - PTransE: Modeling relation paths for representation learning of knowledge bases
Paper Reading Wed, 23 Oct 2019 Research Paper Paper总结 - SimplE: Simple embedding for link prediction in knowledge graphs
Paper Reading Tue, 22 Oct 2019 Research Paper Paper总结 - KB2E: Learning to represent knowledge graphs with Gaussian embedding
Paper Reading Tue, 22 Oct 2019 Research Paper Paper总结 - TransD: Knowledge graph embedding via dynamic mapping matrix
Paper Reading Mon, 21 Oct 2019 Research Paper Paper总结 - RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space
Paper Reading Thu, 17 Oct 2019 Research Paper Paper总结 - TransH: Knowledge graph embedding by translating on hyperplanes
Paper Reading Thu, 17 Oct 2019 Research Paper Paper总结 - TransR: Modeling relation paths for representation learning of knowledge bases
Paper Reading Wed, 16 Oct 2019 Research Paper Paper总结 - complEx: Complex embeddings for simple link prediction
Paper Reading Wed, 16 Oct 2019 Research Paper Paper总结 - HOLE: Holographic embeddings of knowledge graphs
Paper Reading Wed, 16 Oct 2019 Research Paper Paper总结 - RESCAL: A three-way model for collective learning on multi-relational data
Paper Reading Tue, 15 Oct 2019 Research Paper Paper总结 - DistMult: Embedding Entities and Relations for Learning and Inference in Knowledge Bases
Paper Reading Tue, 10 Sep 2019 Research Paper dynamics Paper总结 - Relational Representation Learning for Dynamic (Knowledge) Graph: A Survey