Interpreting Models
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Recommender Systems

Datasets

  • Recommender Systems Datasets by Julian McAuley, UCSD

Links

  • RecSys Papers by Industry and Topic
  • Practical Lessons from Predicting Clicks on Ads at Facebook
  • Recent Advances in the Foundations and Applications of Unbiased Learning to Rank

Books

  • Recommender Systems Handbook - PDF

Papers

General

  • AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks - Useful to improving feature interaction on high dimensional sparse features with focus on CTR prediction

Temporal Recsys

  • FIRE: Fast Incremental Recommendation with Graph Signal Processing

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