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