论文浅尝 |「知识表示学习」专题论文推荐

本文转载自公众号:PaperWeekly

本期论文清单来自清华大学博士生韩旭和北师大本科生曹书林,涵盖了近年知识表示学习方向的重要论文。

[ 综述类 ]

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFicp8z5UIc0gb8hicEQNSRH7nVZp1ahsCBLIme11y0n6f3xl7eMqxc1Ww/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicIfo91ecsYasp9BpVib1rOD1rGHuIBiaJNWSVAkbHD9QzuYao2C1F1naA/640?wxfrom=5&wx_lazy=1

■ 论文 | Representation Learning: A Review and New Perspectives

■ 链接 | https://www.paperweekly.site/papers/1628

■ 源码 | 无

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFqKlYkb6nID08TeFSic2aqaxHqqE5mxUknXZ9QX9dApsF6g4lSLGtubQ/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicFNmF7xoSnryKvgicXKg2F9O8L3icZfOgBB4t6rPIfILhYEzhzp9A9bGw/640?wxfrom=5&wx_lazy=1

■ 论文 | Knowledge Representation Learning: A Review

■ 链接 | https://www.paperweekly.site/papers/1629

■ 源码 | 无

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFBZIemcweDLShTPibm6GTjZcPYNGwzLDcibYibTYUCB1gibnibkQ0icoymmnQ/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHickmcJ6tZeicgDOG9oPhbp5qFyhwjr3gr6nzVqdQ2GOlysclUyP5SEykQ/640?wxfrom=5&wx_lazy=1

■ 论文 | A Review of Relational Machine Learning for Knowledge Graphs

■ 链接 | https://www.paperweekly.site/papers/1630

■ 源码 | 无

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFwaSENhG4AmvNNKNxicSyRaArLhtIPXh7WjTibIc6UxxYe2Xiap3o5L02w/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicqsXPdriaUAgXcBF5hXiafibSnkHkHL6xuhKes9NrkgjBqRG2qcia9icAgeA/640?wxfrom=5&wx_lazy=1

■ 论文 | Knowledge Graph Embedding: A Survey of Approaches and Applications

■ 链接 | https://www.paperweekly.site/papers/1425

■ 源码 | 无

[ 期刊 & 顶会 ]

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFicp8z5UIc0gb8hicEQNSRH7nVZp1ahsCBLIme11y0n6f3xl7eMqxc1Ww/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicLYONLcjriclXEUjGD5I25OtS2JQaibcJicgQ66YFWGu7pGZ481sIX6zpA/640?wxfrom=5&wx_lazy=1

■ 论文 | A Three-Way Model for Collective Learning on Multi-Relational Data

■ 链接 | https://www.paperweekly.site/papers/1632

■ 源码 | https://github.com/thunlp/OpenKE

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFqKlYkb6nID08TeFSic2aqaxHqqE5mxUknXZ9QX9dApsF6g4lSLGtubQ/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicGZj8LMm6VyCjCea7uz7HxJO41h5IN5f8j7v5btUFFnUNUJojxd1bKA/640?wxfrom=5&wx_lazy=1

■ 论文 | Learning Structured Embeddings of Knowledge Bases

■ 链接 | https://www.paperweekly.site/papers/1633

■ 源码 | 无

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFBZIemcweDLShTPibm6GTjZcPYNGwzLDcibYibTYUCB1gibnibkQ0icoymmnQ/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicBg3B6xNZfduHtAE0YibC96uT1KIBf0o0BmH2bVjwsf0zUvmEjv3pk0w/640?wxfrom=5&wx_lazy=1

■ 论文 | A Latent Factor Model for Highly Multi-relational Data

■ 链接 | https://www.paperweekly.site/papers/1634

■ 源码 | 无

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFwaSENhG4AmvNNKNxicSyRaArLhtIPXh7WjTibIc6UxxYe2Xiap3o5L02w/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicfiaythv9B22C0ue2XNcR9SnY0RzM6qf2x8NUSRpBLfibaa0C0hlhKWog/640?wxfrom=5&wx_lazy=1

■ 论文 | Reasoning With Neural Tensor Networks for Knowledge Base Completion

■ 链接 | https://www.paperweekly.site/papers/1635

■ 源码 | 无

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFwpspllDz4J2d382BQVNoT7PDJib0zSGuJicQ4vyA4AnnbAJXKjgMqLbA/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicGwiatfThNsno4E6xWsZ6PELG0G9D96erakib8FTcSvrVceZCaWtQBI4w/640?wxfrom=5&wx_lazy=1

■ 论文 | Translating Embeddings for Modeling Multi-relational Data

■ 链接 | https://www.paperweekly.site/papers/1636

■ 源码 | https://github.com/thunlp/OpenKE

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoF52WCTYGKu6Tfzx8Zycr5oCX8fbJ9CCQT5aArb8tmeKx3iamZLSMShfA/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicXP4SdA5k2YkVE1N2cvXLIawpFnd9M4NzUuoTZvxI5X2QtkEicfjj8dQ/640?wxfrom=5&wx_lazy=1

■ 论文 | Knowledge Graph Embedding by Translating on Hyperplanes

■ 链接 | https://www.paperweekly.site/papers/1637

■ 源码 | https://github.com/thunlp/OpenKE

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFo6hme0lPNgvam9QHNHiaickDMkg3VNuZsZQnLnPwAHpBbR30DHfKRDUw/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicBuoS4qicZdkic5oT4Uib3I4zIwNeCRlKYSSPGEmxDCYprfPCKgsnal7rQ/640?wxfrom=5&wx_lazy=1

■ 论文 | Learning Entity and Relation Embeddings for Knowledge Graph Completion

■ 链接 | https://www.paperweekly.site/papers/1638

■ 源码 | https://github.com/thunlp/KB2E

扩展阅读:

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFWrc8LFUY53uYRvh3OnJvmyUmKrXvyZo6uz6KWnlzsApNhPzFEsmVMA/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicic2wzWian8kRyAIwSwx1SEZNQ8EvWTrxn4GsibuEPtEnSXuIYgs5GaKNg/640?wxfrom=5&wx_lazy=1

■ 论文 | Knowledge Graph Embedding via Dynamic Mapping Matrix

■ 链接 | https://www.paperweekly.site/papers/1639

■ 源码 | https://github.com/thunlp/KB2E

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFU22rwuzxD8WpJWQwxM1e3L4CDoI1JO8GGxzmB4w5axYaicibibJ39KJBg/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHiccNUBWKEtk2llGnibunUBibTZA3PPtQ6AciaibvFo2V3DZ9dfTYhKy9BGuA/640?wxfrom=5&wx_lazy=1

■ 论文 | TransA: An Adaptive Approach for Knowledge Graph Embedding

■ 链接 | https://www.paperweekly.site/papers/1640

■ 源码 | 无

扩展阅读:

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglZA1hx1ZicXygLhZwFpXQoFf3FYdY4MGpricXia1TcYiaauTznIG0WT0iaKSN0oGIGgqryGicOBtbjJ2dg/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHic0FibtrUGuibEXJ6VvuibicKG6OSnrGYbEzw3Fp9Vneoe7SFK9SWoFQETAQ/640?wxfrom=5&wx_lazy=1

■ 论文 | Learning to Represent Knowledge Graphs with Gaussian Embedding

■ 链接 | https://www.paperweekly.site/papers/1641

■ 源码 | 无

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHic1z7Yibxt90VANJZfBTxib2A6YF4bH3Mdgt4XbibDeJz51icy6rdd5SPczA/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicaicgEhtYdg2pXLOqNR7IE151CxrFszIADkwfJEgKlYtZNTEXUyID0Ug/640?wxfrom=5&wx_lazy=1

■ 论文 | Embedding Entities and Relations for Learning and Inference in Knowledge Bases

■ 链接 | https://www.paperweekly.site/papers/1642

■ 源码 | https://github.com/thunlp/OpenKE

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicNQ56J6BjLbpiaSXgpmERCypGnAo1tPTrlMy5spyBpvnrMJcMe33ISPQ/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicAHicJ5lKE2JSRQ7wfgRUmusTHZoG5qxZMmgdhApIhsguIAscMGgEibJg/640?wxfrom=5&wx_lazy=1

■ 论文 | Modeling Relation Paths for Representation Learning of Knowledge Bases

■ 链接 | https://www.paperweekly.site/papers/1111

■ 源码 | https://github.com/thunlp/KB2E

扩展阅读:

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHic7kA096yxa2ibVHxphuCK1Bmc2yibHGDAmo6OXib39p9WoWvV0smpMmiaTQ/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHic6N2BkZGDgNh4tvCmafJ08LTsT0ibBzJJn6rlgkJSUkXFfOFzNgGBCfA/640?wxfrom=5&wx_lazy=1

■ 论文 | Composing Relationships with Translations

■ 链接 | https://www.paperweekly.site/papers/1643

■ 源码 | 无

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicCZRWP5Tt39nbFwtvNRJetrACT9NAsBVHudzTCSHyHaicNrE8SmPa5Aw/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicpMhxXf4apE5Q5icWVLnuTEU7lTXxgibR4lK4xLtCODViaYdvp7hSia2QyA/640?wxfrom=5&wx_lazy=1

■ 论文 | From One Point to A Manifold: Knowledge Graph Embedding For Precise Link Prediction

■ 链接 | https://www.paperweekly.site/papers/1644

■ 源码 | 无

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicHdq2M3icxQFpOPMmh3VQdMW08XALlQuDv5OnX77SABOmZVeRNL7QV6Q/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicSLhEFmYRUDcGlTicicMpE2ibZCk3uhMDIYzPhHSXCRnhXM2C50nk0x8Xw/640?wxfrom=5&wx_lazy=1

■ 论文 | TransG : A Generative Model for Knowledge Graph Embedding

■ 链接 | https://www.paperweekly.site/papers/1645

■ 源码 | https://github.com/BookmanHan/Embedding

扩展阅读:

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHic6KhgiaxIiaT89N6iaJQf7mBxrOP3w5njytqH3Dzam4Uab9GYLHcllIdtw/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHic2sh3vFnCBtscmVZWPQklst9YPwP9KFMaZNvsbZdtojo3ZaicAJCVykQ/640?wxfrom=5&wx_lazy=1

■ 论文 | Complex Embeddings for Simple Link Prediction

■ 链接 | https://www.paperweekly.site/papers/1646

■ 源码 | https://github.com/ttrouill/complex

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicMxiaHzRqjXbd3I3UrndBDm0pia72O8tL8QCrBeHwCoKd4jFy8GcficSdA/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHic8cKBn0Vfb1PqW1DNyOnicMvGrXWWpZp5QXdThaJlwdQp8FD28zbpTcA/640?wxfrom=5&wx_lazy=1

■ 论文 | Holographic Embeddings of Knowledge Graphs

■ 链接 | https://www.paperweekly.site/papers/556

■ 源码 | https://github.com/mnick/holographic-embeddings

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicO0Wwrc4zKEwUO3QqyzXWV8u9TDfibRBztOkoySIkXyF6DDIMWvhLPibw/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicrtYibvYnthVbMz9YbeWiaX1GkgrKPz3V9bNd8bZ1vUWpDZ1yfQsXliawQ/640?wxfrom=5&wx_lazy=1

■ 论文 | Knowledge Representation Learning with Entities, Attributes and Relations

■ 链接 | https://www.paperweekly.site/papers/1647

■ 源码 | https://github.com/thunlp/KR-EAR

扩展阅读:

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicRRvtzibp7qiaeWetGUzqenQGUd4tntZ4MSrIwz1T3dLffwlE7jh8k60w/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicwkXywwKATwdlicJDFSb03m5hXk01UJQukZymo1Oaia0bzDneHQBwnN5g/640?wxfrom=5&wx_lazy=1

■ 论文 | Knowledge Graph Completion with Adaptive Sparse Transfer Matrix

■ 链接 | https://www.paperweekly.site/papers/1648

■ 源码 | https://github.com/thunlp/KB2E

扩展阅读:

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicUiaptCxgetWjNbxDtZakPv5VHemKCfTFvtrsDuDwbicZSYKMr0icdhpVw/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicesvWv38sNia7eVy99wtlRWd6u3lIY1e26RNic8kicPyGGI9aHE0kqWWVQ/640?wxfrom=5&wx_lazy=1

■ 论文 | Representation Learning of Knowledge Graphs with Hierarchical Types

■ 链接 | https://www.paperweekly.site/papers/1649

■ 源码 | https://github.com/thunlp/TKRL

扩展阅读:

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicnsfuwtVtIltl65McX5Ob7gnibAib432HPG7rRzkXj7icaMRwla1xzIErQ/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicAWiaDdibqeF5iaV2geulVvSH3WvYEhwUV1NibntKhGBp5ujM1qicoINyyAg/640?wxfrom=5&wx_lazy=1

■ 论文 | STransE: A Novel Embedding Model of Entities and Relationships in Knowledge Bases

■ 链接 | https://www.paperweekly.site/papers/1650

■ 源码 | https://github.com/datquocnguyen/STransE

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicibxpWIh71mJwbItcNoXiaK7D5opennyhQXSzRjdd1cpwib7j2k0ox0icbg/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicyyR2UneU7ibD63eO4P6Gmbq4vtyPKctZQnUBnnfRZLibqqvXtric0sO4Q/640?wxfrom=5&wx_lazy=1

■ 论文 | GAKE: Graph Aware Knowledge Embedding

■ 链接 | https://www.paperweekly.site/papers/1651

■ 源码 | https://github.com/JuneFeng/GAKE

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicMKBicxhY6M79ibtyv47iaNVJJK261YpzbOyIJsuvCW2PhbOb6rVtNKczw/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHiclFqm5ghgiasksRwWJcvTwaxCh6nPC1kvr0ynicSX8NjjNqMe7ictqEHRA/640?wxfrom=5&wx_lazy=1

■ 论文 | Representation Learning of Knowledge Graphs with Entity Descriptions

■ 链接 | https://www.paperweekly.site/papers/1652

■ 源码 | https://github.com/thunlp/DKRL

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicAo3XlzbezohZGsHvsnlSa0eZ6t7zFQZnSnlPP3icOEKGd8vkZGibK4Vg/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicX7ibOxtgXFic65uJwic6uo0d83b8dSFzKCaHhN0sEYPDeQEPYnFzOFYEA/640?wxfrom=5&wx_lazy=1

■ 论文 | Learning First-Order Logic Embeddings via Matrix Factorization

■ 链接 | https://www.paperweekly.site/papers/1653

■ 源码 | 无

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicTMkMXiaav3IEekDGDcFsiaFBIiclmxHDuSricPFY7pcHw7kKmajnSfWQnA/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHic0icvB8khLU5lnal0x15s9TV6s51VibYiaBTpyhcSOlxel2RrFCrZzWjJA/640?wxfrom=5&wx_lazy=1

■ 论文 | Semantic Space Projection for Knowledge Graph Embedding with Text Descriptions

■ 链接 | https://www.paperweekly.site/papers/1654

■ 源码 | http://www.ibookman.net/conference.html

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicpiarZGagvguJwkPflxibrrRuF4nYYMkVwLw8lnpkbDvFFa9AbrhsZIyg/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicNNoO8Sp3GyjaVNMiaqnZcl6M8x7MURC0P4szVibX42ezWnast7Y20H6Q/640?wxfrom=5&wx_lazy=1

■ 论文 | ProjE: Embedding Projection for Knowledge Graph Completion

■ 链接 | https://www.paperweekly.site/papers/1655

■ 源码 | https://github.com/bxshi/ProjE

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicaBbXOkDibe4eUZdLXm9mJ7XtnQKFe5zia1a8eQMdnoVTib6axkbxdznVw/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicu38X0eSTMOMGUhKb6TyWz97iawIsRAE1hicG5NuwQYrGAXd9iaHxz6FIg/640?wxfrom=5&wx_lazy=1

■ 论文 | Analogical Inference for Multi-Relational Embeddings

■ 链接 | https://www.paperweekly.site/papers/1656

■ 源码 | https://github.com/mana-ysh/knowledge-graph-embeddings

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicy2qCE7r254ibKBGVS9qTpkgVBzP8PeJ7bccNWahS5RJJiaJ8GbCLxT5w/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicick8APcabwvM8lIhoWrfQkEGsNHibp0nALVJytJibWsO76eTVQH29S43w/640?wxfrom=5&wx_lazy=1

■ 论文 | Image-embodied Knowledge Representation Learning

■ 链接 | https://www.paperweekly.site/papers/449

■ 源码 | https://github.com/xrb92/IKRL

扩展阅读:

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHicw1fChKU8piag1P42k3ZWIKxhkNF7iam76pibuiaZoY7Bicys9P3uxy6H9icg/640?wxfrom=5&wx_lazy=1

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhglzjibiahYjC3gNgSQfGb2sHickG8yFroUEPmjxsQWtSmEibb7hmxsmq3G7BjicPOhrO6J20gmmX6n7RicA/640?wxfrom=5&wx_lazy=1

■ 论文 | Iterative Entity Alignment via Joint Knowledge Embeddings

■ 链接 | https://www.paperweekly.site/papers/1657

■ 源码 | https://github.com/thunlp/IEAJKE

https://mmbiz.qpic.cn/mmbiz_png/VBcD02jFhgmPEF4lW0pL5weJia5y4xhJbog2pIZZ3ZCgVUDynvus6rCzNKGAAAI6R8jaXTpYPISCMicpFegVdG0g/640?wxfrom=5&wx_lazy=1

关于PaperWeekly

PaperWeekly 是一个推荐、解读、讨论、报道人工智能前沿论文成果的学术平台。

https://mmbiz.qpic.cn/mmbiz_gif/VBcD02jFhgl9qrwuXS7D8F2ZLyZNmqfWibCVlSbGBVCrd80blia0iaiaKuVk5p1tWP8tCaIiaYxiaQwiacIOlu9yOw6Mg/640?wxfrom=5&wx_lazy=1


OpenKG.CN

中文开放知识图谱(简称OpenKG.CN)旨在促进中文知识图谱数据的开放与互联,促进知识图谱和语义技术的普及和广泛应用。

https://mmbiz.qpic.cn/mmbiz_jpg/GNpj5fw72EotiadhuOd6wlGaHBnEibHXIyUN9f1vq8QsMmnV71jxkmqhSLuZUNVC9LdPmC3mzD2u2s05gN2L4FOg/640?wx_fmt=jpeg&wxfrom=5&wx_lazy=1

发表评论

电子邮件地址不会被公开。 必填项已用*标注