2023-Summer-Internship-DSAIL

Data Science and Artificial Intelligence Laboratory (DSAIL)

• Official Laboratory Homepage (Website)
• Introduction to the laboratory (YouTube)
• What we are interested in (Research PDF)

Tentative Schedule

Basic recommender system and Graph Neural Network

Year	Paper	Short	Implementation	Review
2016	Semi-Supervised Classification with Graph Convolutional Networks	GCN		Review
2014	DeepWalk: Online Learning of Social Representations	Deepwalk	Implementation
2008	Probabilistic Matrix Factorization	PMF	Implementation
2009	Matrix Factorization Techniques for Recommender Systems	Netflix	Implementation	Review
2008	Factorization Meets the Neighborhood: a Multifaceted Collaborative Filtering Model	Netflix	Implementation	Review
2008	Collaborative Filtering for Implicit Feedback Datasets	OCCF		Review
2012	BPR: Bayesian Personalized Ranking from Implicit Feedback	BPR		Review
2013	Translating Embeddings for Modeling Multi-relational Data	TransE	Implementation	Review
2017	Collaborative Metric Learning	CML		Review
2010	Factorization Machines	FM	Implementation	Review
2016	Wide & Deep Learning for Recommender Systems	WD	Implementation	Review
2008	SoRec: Social Recommendation Using Probabilistic Matrix Factorization	SoRec	Implementation
2011	Recommender Systems with Social Regularization	SoReg
2017	metapath2vec : Scalable Representation Learning for Heterogeneous Networks	Metapath2Vec
2018	Deep Graph Infomax	DGI	Implementation	Review
2017	Inductive Representation Learning on Large Graphs	GraphSAGE
2013	Auto-Encoding Variational Bayes	VAE	Implementation
2016	Variational Graph Auto-Encoders	VGAE
2016	Deep Neural Networks for YouTube Recommendations	Youtube		Review
2015	AutoRec: Autoencoders Meet Collaborative Filtering	Autorec	Implementation	Review
2015	Convolutional Matrix Factorization for Document Context-Aware Recommendation	ConvMF		Review
2017	Augmentation-Free Self-Supervised Learning on Graphs	AFGRL
2017	Attention Is All You Need	Transformer	Implementation	Review
2018	BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding	BERT		Review

Participate to projects

• MATH AI (Multi-modal Reasoning)
• Adopting Large Language Models (LLMs) in Learning on Graphs