Your Causal Self-Attentive Recommender Hosts a Lonely Neighborhood

Keyphrases

• Ablation Study 25%
• Analytical Metrics 25%
• Attention Matrix 25%
• Attention Mechanism 25%
• Autoencoding 25%
• Comparative Analysis 25%
• Design Decisions 25%
• Design Space 75%
• Hyperparameter Tuning 25%
• Inductive Bias 25%
• Loss Function 25%
• Low-rank Approximation 25%
• Model Design 25%
• Modeling Techniques 25%
• Modular Design 75%
• Module Simulation 25%
• Neighborhood Effects 50%
• Pipeline Implementation 25%
• Popular 25%
• Recommender 100%
• Self-attention Module 25%
• Self-attentive 100%
• Sequential Recommendation 25%
• Sparse Neighbourhood 25%
• State-of-the-art Models 25%

Engineering

• Comparative Analysis 33%
• Design Choice 33%
• Design Model 33%
• Design Space 100%
• Directional 66%
• Future Design 33%
• Level Model 33%
• Loss Function 33%
• Metrics 33%

Computer Science

• Attention (Machine Learning) 50%
• Comparative Analysis 50%
• Leaning Parameter 50%
• Neighborhood Effect 100%
• Rank Approximation 50%
• Reported Result 50%