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paper-reading

20191010

GCN Reviews

20190929

DGL: An Introduction of Deep Graph Learning

20190820

Given Talk by Fanghua Ye

20190625

SY) Knowledge graph attntion networks for recommendation

20190618

SY) Fast GCN via importance sampling

20190604

SY) PTE: Predictive Text Embedding through Large-scale Heterogeneous Text Networks
WL) Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network

FZX) AHNG Representation learning on attributed heterogeneous network

20190528

SY) Signed graph convolutional networks
WL) Heterogeneous Graph Attention Network

FZX) Convolutional Spatial Attention Model for Reading Comprehension with Multiple-Choice Questions

20190521

SY) Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning
FZX) Session-based Social Recommendation via Dynamic Graph Attention Networks
WL)A Unified Framework for Community Detection and Network Representation Learning

20190417

SY) Adversarial Attacks on Neural Networks for Graph Data
WL) survey_spatial
FZX) Sentiment Classification towards Question-Answering with Hierarchical Matching Network

20190402

ZRT) Collaborative Similarity Embedding for Recommender Systems
SY) Survey on sampling methods for networks

20190326

ZRT) Network Structure and Transfer Behaviors Embedding via Deep Prediction Model
SY) Graph Attention Networks
WL) Simultaneous Urban Region Function Discovery and Popularity Estimation via an Infinite Urbanization Process Model

20190312

PX) GraphRNN
ZRT) ATRank: An Attention-Based User Behavior Modeling Framework for Recommendation
SY) How powerful is Graph Convolutional Network?
WL)WhatWe Read, WhatWe Search:�Media Attention and Public Attention Among 193 Countries

20190305

SY) Wisfeiler-Lehman Algorithm

20190227

ZRT) Modeling Personalized Dynamics of Social Network and Opinion at Individual Level
FZX) Attributed Network Embedding for Incomplete Structure Information
WL) Neural-Brane: Neural Bayesian Personalized Ranking for Attributed Network Embedding

20190220

ZRT) Representation Learning on Graphs with Jumping Knowledge Networks
SY) Graph Convolutional Network
WL) Learning Convolutional Neural Networks for Graphs

20190108

SY) Seq2seq and Attention model
attention is all you need blog is here
ZRT) HinDroid An Intelligent Android Malware Detection System Based on Structured Heterogeneous Information Network

20181225

WL) Diffusion-Convolutional Neural Networks
WL) CANE: Context-Aware Network Embedding for Relation Modeling

20181211

ZRT) High-order Proximity Preserving Information Network Hashing
WL) Real-time Personalization using Embeddings for Search Ranking at Airbnb

20181204

SY) Self-Translation Network Embedding
ZRT) Arbitrary-Order Proximity Preserved Network Embedding
PX) RippleNet

20181127

SY) Inductive Representation Learning for Large Scale Networks

20181120

SY) self-paced network embedding
ZRT) Learning and Transferring IDs Representation in E-commerce
PX) Deep Interest Evolution Network for Click-Through Rate Prediction
WL) Deep Embedding Forest ForestBased Serving with Deep Embedding Features

20181106

SY) Multi-dimensional Network Embedding with Hirearchical Structure
WL) An attention based collaboration framework for multi view network representation Learning

20181030

SY) Learning Graph Representations with Embedding Propagation
PX) Deep Interest Network for Click-Through Rate Prediction
ZRT) Du-Parking: Spatio-Temporal Big Data Tells You Realtime Parking Availability

20181016

SY) Some basic Knowledge of Reinforcement Learning
WY) SHINE Signed Heterogeneous Information Network Embedding for Sentiment Link Prediction
WL) Learning Community Embedding with Community Detection and Node Embedding on Graphs

20181009

PX) prod2vec:E-commerce in Your Inbox:Product Recommendations at Scale
SY) HIN2Vec: Explore Meta-paths in Heterogeneous Information Networks for Representation Learning
WL) Atributed Network Embedding for Learning in a Dynamic Environment

20180926

ZRT) Perceive Your Users in Depth: Learning Universal User Representations from Multiple E-commerce Tasks
WL) CARL: Content Aware Representation Learning for Heterogeneous Networks
SY) GAN : An Overview
FZX) Community Detection in Attributed Graphs An Embedding Approach

20180919

ZRT) Name Disambiguation in AMiner: Clustering, Maintenance, and Human in the Loop
SY) On Exploring Semantic Meanings of Links for Embedding Social Networks

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