Recommender System Papers Title Venue Year Code Review ContrastVAE: Contrastive Variational AutoEncoder for Sequential Recommendation CIKM '22 ✓ ✅ CBiT: Contrastive Learning with Bidirectional Transformers for Sequential Recommendation CIKM '22 ✓ ✓ DuoRec: Contrastive Learning for Representation Degeneration Problem in Sequential Recommendation WSDM '22 ✓ ✓ Item-Provider Co-learning for Sequential Recommendation SIGIR '22 ✓ Multi-Agent RL-based Information Selection Model for Sequential Recommendation SIGIR '22 - Non-invasive Self-attention for Side Information Fusion in Sequential Recommendation SIGIR '22 - RESETBERT4Rec: A Pre-training Model Integrating Time And User Historical Behavior for Sequential Recommendation SIGIR '22 - ✓ Progressive Self-Attention Network with Unsymmetrical Positional Encoding for Sequential Recommendation SIGIR '22 - Bias Mitigation for Toxicity Detection via Sequential Decisions SIGIR '22 - Determinantal Point Process Likelihoods for Sequential Recommendation SIGIR '22 ✓ ✓ ELECRec: Training Sequential Recommenders as Discriminators SIGIR '22 ✓ ✓ CaFe: Coarse-to-Fine Sparse Sequential Recommendation SIGIR '22 ✓ ✓ A New Sequential Prediction Framework with Spatial-temporal Embedding SIGIR '22 - 🔧 CARCA: Context and Attribute-Aware Next-Item Recommendation via Cross-Attention RecSys '22 ✓ ✓ VSAN: Variational Self-attention Network for Sequential Recommendation ICDE '21 x 🔧 ACVAE: Adversarial and Contrastive Variational Autoencoder for Sequential Recommendation WWW '21 ✓ 🔧 A Systematic Review of Recommender Systems and Their Applications in Cybersecurity Sensors '21 x 🔧 Disentangling Preference Representations for Recommendation Critiquing with ß-VAE CIKM '21 x 🔧 UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation CIKM '21 ✓ ✓ EX3: Explainable Attribute-aware Item-set Recommendations RecSys '21 x ✓ BiVAECF: Bilateral Variational Autoencoder for Collaborative Filtering WSDM '21 ✓ ✓ ESCOFILT: Unsupervised Extractive Summarization-Based Representations for Accurate and Explainable Collaborative Filtering ACL(IJCNLP) '21 ✓ 🔧 AsRep: Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer SIGIR '21 ✓ 🔧 S3-rec: Self-supervised learning for sequential recommendation with mutual information maximization CIKM '20 ✓ ✓ SSE-PT: Sequential Recommendation Via Personalized Transformer RecSys '20 ✓ 🔧 LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation SIGIR '20 ✓ 🔧 TiSASRec: Time Interval Aware Self-Attention for Sequential Recommendation. WSDM '20 ✓ ✓ AFN: Adaptive Factorization Network: Learning Adaptive-Order Feature Interactions AAAI '20 ✓ ✓ On Sampled Metrics for Item Recommendation KDD '20 - ✓ SVAE: Sequential Variational Autoencoders for Collaborative Filtering WSDM '19 ✓ ✓ BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer CIKM '19 ✓ ✓ NGCF: Neural Graph Collaborative Filtering SIGIR '19 ✓ ✓ VAECF: Variational Autoencoders for Collaborative Filtering WWW '18 ✓ ✅ SASRec: Self-Attentive Sequential Recommendation ICDM '18 ✓ ✓ Interesting Title Venue Year Code Review Is News Recommendation a Sequential Recommendation Task? SIGIR '22 x Improving Conversational Recommender Systems via Transformer-based Sequential Modelling SIGIR '22 Personalized Showcases: Generating Multi-Modal Explanations for Recommendations pre - - ✓ Reference Sequential-Recommender-System-Papers An introduction to Recommendation Systems: an overview of machine and deep learning architectures