NIPS_2022_recommendation_papers.md

Catalog (目录)

1 Sort by task (按照任务场景划分)

• CTR/CVR Prediction
• Other task

3 Sort by topic (按研究话题划分)

• Bias/Debias in Recommender System
• Attack in Recommender System

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Sort by task(按照任务场景划分)

CTR /CVR Prediction

• APG: Adaptive Parameter Generation Network for Click-Through Rate Prediction. NIPS 2022 [点击率预测的自适应参数生成网络]

Other task

• Tenrec: A Large-scale Multipurpose Benchmark Dataset for Recommender Systems. NIPS 2022 [推荐系统的大规模多用途基准数据集]

• The trade-offs of model size in large recommendation models : A 10000 ×× compressed criteo-tb DLRM model (100 GB parameters to mere 10MB). NIPS 2022 [模型压缩]

• DreamShard: Generalizable Embedding Table Placement for Recommender Systems. NIPS 2022 [推荐系统的通用embedding表]

• On the Generalizability and Predictabilityof Recommender Systems. NIPS 2022 [提出一种元学习方法，针对一个全新的，未见过的数据集选择最优算法和参数]

Sort by topic (按研究话题划分)

Bias/Debias in Recommender System

• Debiased, Longitudinal and Coordinated Drug Recommendation through Multi-Visit Clinic Records. NIPS 2022 [去偏药物推荐]

Attack in Recommender System

• Revisiting Injective Attacks on Recommender Systems. NIPS 2022 [重新审视对推荐系统的注入式攻击]