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Expand Up @@ -27,16 +27,19 @@ A curated list of CTR prediction models

## Behaviour Sequence Modeling

| | | | | | |
| | | | | | |
| :---------:|:------:|:------:|:------:|:------:|:------:|
| **2023** | [TWIN](https://arxiv.org/abs/2302.02352) {cite}`TWIN`<br>KDD'23<br>Kuaishou | [DCIN](https://arxiv.org/pdf/2308.06037.pdf) {cite}`DCIN`<br>CIKM'23<br>Meituan | | |
| **2022** | [SDIM](https://arxiv.org/abs/2205.10249) {cite}`SDIM`<br>CIKM'22<br>Meituan | [DINMP](https://arxiv.org/abs/2104.06312) {cite}`DINMP`<br>SDM'22<br>Alibaba |
| **2024** | [TIN](https://arxiv.org/abs/2308.08487) {cite}`TIN`<br>WWW'24<br>Tencent | [DPN](https://arxiv.org/abs/2404.11456) {cite}`DPN`<br>SIGIR'24<br>Tencent | | |
| **2023** | [TWIN](https://arxiv.org/abs/2302.02352) {cite}`TWIN`<br>KDD'23<br>Kuaishou | [DBPMaN](https://arxiv.org/abs/2011.05625) {cite}`DBPMaN`<br>WWW'23<br>Meituan | [DCIN](https://arxiv.org/pdf/2308.06037.pdf) {cite}`DCIN`<br>CIKM'23<br>Meituan | [adSformers](https://arxiv.org/abs/2302.01255) {cite}`adSformers`<br>Arxiv'23<br>Etsy |
| | [TransAct](https://arxiv.org/abs/2306.00248) {cite}`TransAct`<br>KDD'23<br>Pinterest | [IUI](https://dl.acm.org/doi/abs/10.1145/3583780.3614939) {cite}`IUI`<br>CIKM'23<br>JD | [SUIN](https://dl.acm.org/doi/abs/10.1145/3583780.3615288) {cite}`SUIN`<br>CIKM'23<br>JD | |
| **2022** | [SDIM](https://arxiv.org/abs/2205.10249) {cite}`SDIM`<br>CIKM'22<br>Meituan | [CAN](https://arxiv.org/abs/2011.05625) {cite}`CAN`<br>WSDM'22<br>Alibaba | [DINMP](https://arxiv.org/abs/2104.06312) {cite}`DINMP`<br>SDM'22<br>Alibaba |
| **2021** | [CIN](https://dl.acm.org/doi/fullHtml/10.1145/3428079) {cite}`CIN`<br>TKDD'21 | [HyperCTR](https://arxiv.org/pdf/2109.02398) {cite}`HyperCTR`<br>CIKM'21 |
| **2020** | [DMIN](https://www.researchgate.net/profile/Luwei-Yang-2/publication/345125472_Deep_Multi-Interest_Network_for_Click-through_Rate_Prediction/links/5f9e1d6b458515b7cfaeffce/Deep-Multi-Interest-Network-for-Click-through-Rate-Prediction.pdf) {cite}`DMIN`<br>CIKM'20<br>Alibaba | [MARN](https://arxiv.org/abs/2003.07162) {cite}`MARN`<br>WWW'20<br>Alibaba |
| **2020** | [DMIN](https://www.researchgate.net/profile/Luwei-Yang-2/publication/345125472_Deep_Multi-Interest_Network_for_Click-through_Rate_Prediction/links/5f9e1d6b458515b7cfaeffce/Deep-Multi-Interest-Network-for-Click-through-Rate-Prediction.pdf) {cite}`DMIN`<br>CIKM'20<br>Alibaba | [KFAtt](https://arxiv.org/abs/2010.00985) {cite}`KFAtt`<br>NeurIPS'20<br>JD | [MARN](https://arxiv.org/abs/2003.07162) {cite}`MARN`<br>WWW'20<br>Alibaba | [DHAN](https://arxiv.org/abs/2005.12981) {cite}`DHAN`<br>SIGIR'20<br>Alibaba |
| **2019** | [DIEN](https://arxiv.org/abs/1809.03672) {cite}`DIEN`<br>AAAI'19<br>Alibaba | [DSIN](https://arxiv.org/abs/1905.06482) {cite}`DSIN`<br>IJCAI'19<br>Alibaba | [DSTN](https://arxiv.org/abs/1906.03776) {cite}`DSTN`<br>KDD'19<br>Alibaba | [MIMN](https://arxiv.org/abs/1905.09248) {cite}`MIMN`<br>KDD'19<br>Alibaba |
| | [BST](https://arxiv.org/abs/1905.06874) {cite}`BST`<br>DLP-KDD'19<br>Alibaba | [GIN](https://arxiv.org/abs/2103.16164) {cite}`GIN`<br>SIGIR'19<br>Alibaba |
| **2018** | [DIN](https://www.kdd.org/kdd2018/accepted-papers/view/deep-interest-network-for-click-through-rate-prediction) {cite}`DIN`<br>KDD'18<br>Alibaba |


## Multi-Task & Multi-Domain

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166 changes: 166 additions & 0 deletions docs/CTR/references.bib
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@@ -1,6 +1,172 @@
---
---
@article{adSformers,
author = {Alaa Awad and
Denisa A. O. Roberts and
Eden Dolev and
Andrea Heyman and
Zahra Ebrahimzadeh and
Zoe Weil and
Marcin Mejran and
Vaibhav Malpani and
Mahir Yavuz},
title = {adSformers: Personalization from Short-Term Sequences and Diversity
of Representations in Etsy Ads},
journal = {CoRR},
volume = {abs/2302.01255},
year = {2023}
}

@inproceedings{CAN,
author = {Weijie Bian and
Kailun Wu and
Lejian Ren and
Qi Pi and
Yujing Zhang and
Can Xiao and
Xiang{-}Rong Sheng and
Yong{-}Nan Zhu and
Zhangming Chan and
Na Mou and
Xinchen Luo and
Shiming Xiang and
Guorui Zhou and
Xiaoqiang Zhu and
Hongbo Deng},
title = {{CAN:} Feature Co-Action Network for Click-Through Rate Prediction},
booktitle = {The Fifteenth {ACM} International Conference on Web Search
and Data Mining (WSDM '22)},
pages = {57--65},
year = {2022},
}

@inproceedings{DBPMaN,
author = {Jian Dong and
Yisong Yu and
Yapeng Zhang and
Yimin Lv and
Shuli Wang and
Beihong Jin and
Yongkang Wang and
Xingxing Wang and
Dong Wang},
title = {A Deep Behavior Path Matching Network for Click-Through Rate Prediction},
booktitle = {Companion Proceedings of the {ACM} Web Conference (WWW '23)},
pages = {538--542},
year = {2023}
}

@inproceedings{IUI,
author = {Mao Pan and
Tao Yu and
Kun Zhou and
Zheng Li and
Dongyue Wang and
Zhuoye Ding and
Xiwei Zhao and
Sulong Xu},
title = {{IUI:} Intent-Enhanced User Interest Modeling for Click-Through Rate
Prediction},
booktitle = {Proceedings of the 32nd {ACM} International Conference on Information
and Knowledge Management (CIKM '23)},
pages = {2003--2012},
year = {2023}
}

@inproceedings{SUIN,
author = {Mao Pan and
Wen Shi and
Kun Zhou and
Zheng Li and
Dongyue Wang and
Zhuoye Ding and
Xiwei Zhao and
Sulong Xu},
title = {Satisfaction-Aware User Interest Network for Click-Through Rate Prediction},
booktitle = {Proceedings of the 32nd {ACM} International Conference on Information
and Knowledge Management (CIKM '23)},
pages = {4234--4238},
year = {2023},
}

@inproceedings{TransAct,
author = {Xue Xia and
Pong Eksombatchai and
Nikil Pancha and
Dhruvil Deven Badani and
Po{-}Wei Wang and
Neng Gu and
Saurabh Vishwas Joshi and
Nazanin Farahpour and
Zhiyuan Zhang and
Andrew Zhai},
title = {TransAct: Transformer-based Realtime User Action Model for Recommendation
at Pinterest},
booktitle = {Proceedings of the 29th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining (KDD '23)},
pages = {5249--5259},
year = {2023},
}

@inproceedings{KFAtt,
author = {Hu Liu and
Jing Lu and
Xiwei Zhao and
Sulong Xu and
Hao Peng and
Yutong Liu and
Zehua Zhang and
Jian Li and
Junsheng Jin and
Yongjun Bao and
Weipeng Yan},
title = {Kalman Filtering Attention for User Behavior Modeling in {CTR} Prediction},
booktitle = {Annual Conference on Neural Information Processing Systems (NeurIPS '20)},
year = {2020}
}

@inproceedings{TIN,
author = {Haolin Zhou and
Junwei Pan and
Xinyi Zhou and
Xihua Chen and
Jie Jiang and
Xiaofeng Gao and
Guihai Chen},
title = {Temporal Interest Network for User Response Prediction},
booktitle = {Companion Proceedings of the {ACM} on Web Conference (WWW '24)},
pages = {413--422},
year = {2024},
}

@inproceedings{DPN,
author = {Hengyu Zhang and
Junwei Pan and
Dapeng Liu and
Jie Jiang and
Xiu Li},
title = {Deep Pattern Network for Click-Through Rate Prediction},
booktitle = {The International {ACM} {SIGIR} Conference on Research
and Development in Information Retrieval ({SIGIR} '24)},
year = {2024},
}

@inproceedings{DHAN,
author = {Weinan Xu and
Hengxu He and
Minshi Tan and
Yunming Li and
Jun Lang and
Dongbai Guo},
title = {Deep Interest with Hierarchical Attention Network for Click-Through
Rate Prediction},
booktitle = {Proceedings of the 43rd International {ACM} {SIGIR} conference on
research and development in Information Retrieval (SIGIR '20)},
pages = {1905--1908},
year = {2020},
}

@inproceedings{AOANet,
author = {Lang Lang and
Zhenlong Zhu and
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