KDD2023 で気になった採択論文、チュートリアル、ワークショップ

自分の嗜好は、現実世界に即した面白い機械学習、検索システムなどを KDD2023 には求めています。

Tutorials

• Data-centric AI: Techniques and Future Perspectives
• Trustworthy Recommender Systems: Foundations and Frontiers

Workshops

• KDD 2023 International Workshop on Data Science for Social Good (DSSG’23)
• 3rd Workshop on Online and Adaptive Recommender Systems (OARS)
• EvalRS 2023: Well-Rounded Recommender Systems For Real-World Deployments

Accepted Papers

SESSION: Applied Data Track Full Papers を眺めました。

Amazon が発表した採択論文はここにまとめられている。

KDD 2023 - Amazon Science

• CADENCE: Offline Category Constrained and Diverse Query Generation for E-commerce Autosuggest
• RankFormer: Listwise Learning-to-Rank Using Listwide Labels
  • Amazon
• Binary Embedding-based Retrieval at Tencent
• Learning Discrete Document Representations in Web Search
• Real Time Index and Search Across Large Quantities of GNN Experts for Low Latency Online Learning
• Optimizing Airbnb Search Journey with Multi-task Learning
  • Airbnb ずっと検索の論文採択され続けていてすごない?
• Improving Training Stability for Multitask Ranking Models in Recommender Systems
  • Google
• Semantic-Enhanced Differentiable Search Index Inspired by Learning Strategies
• PASS: Personalized Advertiser-aware Sponsored Search
• Exploiting Intent Evolution in E-commercial Query Recommendation
• An Empirical Study of Selection Bias in Pinterest Ads Retrieval
• QUERT: Continual Pre-training of Language Model for Query Understanding in Travel Domain Search
• Commonsense Knowledge Graph towards Super APP and Its Applications in Alipay
• Revisiting Neural Retrieval on Accelerators
  • Meta
• Towards Disentangling Relevance and Bias in Unbiased Learning to Rank

もしほかにも気になる論文やおもしろ論文などありましたら、ページ下部のおたよりから教えてくれるとめっちゃ嬉しいです。