Yao Zhen's repositories
annotated_deep_learning_paper_implementations
🧠 Implementations/tutorials of deep learning papers with side-by-side notes; including transformers (original, xl, switch, feedback, vit), optimizers(adam, radam, adabelief), gans(dcgan, cyclegan, stylegan2), reinforcement learning (ppo, dqn), capsnet, distillation, etc.
AutoSF
Y. Zhang, Q. Yao, W. Dai, L. Chen. AutoSF: Searching Scoring Functions for Knowledge Graph Embedding. IEEE International Conference on Data Engineering (ICDE). 2020
BoxE
Implementation of the BoxE model from the NeurIPS 2020 paper "BoxE: A Box Embedding Model for Knowledge Base Completion". Also includes a visualization tool, BoxEViz, to show the evolution of boxes over training.
Deep_to_learning
This is the code of Dive-into-DL-PyTorch
DeepKE
An Open Toolkit for Knowledge Base Population（DeepKE是一个支持低资源、长篇章的开源知识抽取工具，具备命名实体识别、关系抽取和属性抽取等功能）
deeplearning-models
A collection of various deep learning architectures, models, and tips
DeepPath
code and docs for my EMNLP paper "DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning"
DUET
DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning [AAAI 2023]
fashion-mnist
A MNIST-like fashion product database. Benchmark :point_right:
OpenUE
OpenUE是一个轻量级知识图谱抽取工具 (An Open Toolkit for Universal Extraction from Text)
Digital_Life_Server
Yet another voice assistant, but alive.
KGEmb
Hyperbolic Knowledge Graph embeddings.
KRLPapers
Must-read papers on knowledge representation learning (KRL) / knowledge embedding (KE)
learn_dl
Deep learning algorithms source code for beginners
LGCN
Source code for WWW 2021 paper "Lorentzian Graph Convolutional Networks"
NeuralKG-dev
An Open Source Library for Diverse Representation Learning of Knowledge Graphs
relationPrediction
ACL 2019: Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs
SE-GNN
Semantic Evidence aware Graph Neural Network (SE-GNN) for Knowledge Graph Embedding task (AAAI'22).
SNKRX
A replayable arcade shooter where you control a snake of heroes.
spark-distributed-louvain-modularity
Spark / graphX implementation of the distributed louvain modularity algorithm
SRNS
Our implementation of neurips'20 paper "Simplify and Robustify Negative Sampling for Implicit Collaborative Filtering"
UKGE
Code and data for paper "Embedding Uncertain Knowledge Graphs"