My Research

daily research

Rec System

• Rcmd Models:

  • General Method

  year	paper	pdf	note
  	DCN V2: Improved Deep & Cross Network and Practical Lessons for Web-scale Learning to Rank Systems	PDF	Notes
  	Behavior Sequence Transformer for E-commerce Recommendation in Alibaba	PDF
  	Rank consistent ordinal regression for neural networks with application to age estimation	PDF	Notes
  	DeepFM: A Factorization-Machine based Neural Network for CTR Prediction	PDF
  	Deep & Cross Network for Ad Click Prediction	PDF	Notes

  • Graph related

  year	paper	pdf	note
  2021	Dual Graph enhanced Embedding Neural Network for CTR Prediction	PDF	Notes
  2021	Explicit Semantic Cross Feature Learning via Pre-trained Graph Neural Networks for CTR Prediction	PDF	Notes
  2019	AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks	PDF	Notes
  2019	Fi-GNN: Modeling Feature Interactions via Graph Neural Networks for CTR Prediction	PDF	Notes

NLP

• Graph Related

  year	paper	pdf	note
  2022	GNN-LM: LANGUAGE MODELING BASED ON GLOBAL CONTEXTS VIA GNN	PDF	Notes

User Representation

• Pretrained User Representation:

  • My Summary
  • Language Model related

  year	paper	pdf	note
  2022	Learning Universal User Representations via Self-Supervised Lifelong Behaviors Modeling	PDF	Notes
  2021	One Person, One Model, One World: Learning Continual User Representation without Forgetting	PDF	Notes
  2021	User-specific Adaptive Fine-tuning for Cross-domain Recommendations	PDF	Notes
  2021	Scaling Law for Recommendation Models: Towards General-purpose User Representations	PDF	Notes
  2021	Learning Transferable User Representations with Sequential Behaviors via Contrastive Pre-training	PDF	Notes
  2021	One4all User Representation for Recommender Systems in E-commerce	PDF	Notes
  2021	UserBERT: Contrastive User Model Pre-training	PDF	Notes
  2021	UPRec: User-Aware Pre-training for Recommender Systems	PDF	Notes
  2020	Parameter-Efficient Transfer from Sequential Behaviors for User Modeling and Recommendation	PDF	Notes
  2020	PTUM: Pre-training User Model from Unlabeled User Behaviors via Self-supervision	PDF	Notes
  2018	Perceive Your Users in Depth: Learning Universal User Representations from Multiple E-commerce Tasks	PDF	Notes

  • Graph related

  year	paper	pdf	note
  2021	User-as-Graph: User Modeling with Heterogeneous Graph Pooling for News Recommendation	PDF

• Other:

  • Real-time Personalization using Embeddings for Search Ranking at Airbnb: [PDF][Notes]