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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

bops

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"

digital_life_server

Yet another voice assistant, but alive.

duet

DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning [AAAI 2023]

fashion-mnist

A MNIST-like fashion product database. Benchmark :point_right:

hello-world

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

neuralkg-ind

openue

OpenUE是一个轻量级知识图谱抽取工具 (An Open Toolkit for Universal Extraction from Text)

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"