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ai-research-tools

:hammer:AI 方向好用的科研工具

aser_amie

A Python pipeline for using AMIE+ to mine logic rules and instantiate new facts.

catdm

cen

This is the official code release of the following paper: Zixuan Li, Saiping Guan, Xiaolong Jin, Weihua Peng, Yajuan Lyu , Yong Zhu, Long Bai, Wei Li, Jiafeng Guo, Xueqi Cheng . Complex Evolutional Pattern Learning for Temporal Knowledge Graph Reasoning. ACL 2022.

compile_inductive_knowledge_graph

Communicative Message Passing for Inductive Relation Reasoning（AAAI-2021）

decision-transformer

Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.

deep-learning-with-tensorflow-book

深度学习入门开源书，基于TensorFlow 2.0案例实战。Open source Deep Learning book, based on TensorFlow 2.0 framework.

deeplearning-models

A collection of various deep learning architectures, models, and tips

dkge

This is the source code of DKGE.

dnn_commonsense-reasoning

Attempt to implement the paper "Probabilistic Reasoning via Deep Learning: Neural Association Models" by Quan Liu † , Hui Jiang ‡ , Andrew Evdokimov ‡ , Zhen-Hua Ling † , Xiaodan Zhu ` , Si Wei § , Yu Hu †§

dynamic-kg

Dynamic (Temporal) Knowledge Graph Completion (Reasoning)

gnnpapers

Must-read papers on graph neural networks (GNN)

grail

Inductive relation prediction by subgraph reasoning, ICML'20

hip-network

The source code of HIP Network: Historical Information Passing Network for Extrapolation Reasoning on Temporal Knowledge Graph on IJCAI2021

itere

Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning. (WWW'19)

jointrulekge

kdd2020

Incremental Mobile User Profiling: Reinforcement Learning with Spatial Knowledge Graph for Modeling Event Streams

kg-ruleguider

Learning Collaborative Agents with Rule Guidance for Knowledge Graph Reasoning (EMNLP 2020)

knowledge-graph-publications

Top-level Conference Publications on Knowledge Graph

knowledge_graph_attention_network

KGAT: Knowledge Graph Attention Network for Recommendation, KDD2019

lanczosnetwork

Lanczos Network, Graph Neural Networks, Deep Graph Convolutional Networks, Deep Learning on Graph Structured Data, QM8 Quantum Chemistry Benchmark, ICLR 2019

lihang-code

《统计学习方法》的代码实现

mahan_tcss

Memory Augmented Hierarchical AttentionNetwork for Next POI Recommendation

mar-bgcn_gpu_pytorch

implement the MAR-BGCN by pytorch with gpu

movielen_data_set

python

neural_graph_collaborative_filtering

Neural Graph Collaborative Filtering, SIGIR2019

nlr

Code for paper: Neural Logic Reasoning

openke

An Open-Source Package for Knowledge Embedding (KE)

path-ranking-algorithm

Implement the Path ranking algorithm by python

plogicnet