From af59243d99d03dd98a1421ef0a0ab6892442d6fd Mon Sep 17 00:00:00 2001 From: xpai <73411968+xpai@users.noreply.github.com> Date: Fri, 7 Jun 2024 11:27:41 +0800 Subject: [PATCH] Update SeqCTR papers --- docs/CTR/papers.md | 11 ++- docs/CTR/references.bib | 166 ++++++++++++++++++++++++++++++++++++++++ 2 files changed, 173 insertions(+), 4 deletions(-) diff --git a/docs/CTR/papers.md b/docs/CTR/papers.md index 0aa5ffa..2c7db13 100644 --- a/docs/CTR/papers.md +++ b/docs/CTR/papers.md @@ -27,16 +27,19 @@ A curated list of CTR prediction models ## Behaviour Sequence Modeling -| | | | | | | +| | | | | | | | :---------:|:------:|:------:|:------:|:------:|:------:| -| **2023** | [TWIN](https://arxiv.org/abs/2302.02352) {cite}`TWIN`
KDD'23
Kuaishou | [DCIN](https://arxiv.org/pdf/2308.06037.pdf) {cite}`DCIN`
CIKM'23
Meituan | | | -| **2022** | [SDIM](https://arxiv.org/abs/2205.10249) {cite}`SDIM`
CIKM'22
Meituan | [DINMP](https://arxiv.org/abs/2104.06312) {cite}`DINMP`
SDM'22
Alibaba | +| **2024** | [TIN](https://arxiv.org/abs/2308.08487) {cite}`TIN`
WWW'24
Tencent | [DPN](https://arxiv.org/abs/2404.11456) {cite}`DPN`
SIGIR'24
Tencent | | | +| **2023** | [TWIN](https://arxiv.org/abs/2302.02352) {cite}`TWIN`
KDD'23
Kuaishou | [DBPMaN](https://arxiv.org/abs/2011.05625) {cite}`DBPMaN`
WWW'23
Meituan | [DCIN](https://arxiv.org/pdf/2308.06037.pdf) {cite}`DCIN`
CIKM'23
Meituan | [adSformers](https://arxiv.org/abs/2302.01255) {cite}`adSformers`
Arxiv'23
Etsy | +| | [TransAct](https://arxiv.org/abs/2306.00248) {cite}`TransAct`
KDD'23
Pinterest | [IUI](https://dl.acm.org/doi/abs/10.1145/3583780.3614939) {cite}`IUI`
CIKM'23
JD | [SUIN](https://dl.acm.org/doi/abs/10.1145/3583780.3615288) {cite}`SUIN`
CIKM'23
JD | | +| **2022** | [SDIM](https://arxiv.org/abs/2205.10249) {cite}`SDIM`
CIKM'22
Meituan | [CAN](https://arxiv.org/abs/2011.05625) {cite}`CAN`
WSDM'22
Alibaba | [DINMP](https://arxiv.org/abs/2104.06312) {cite}`DINMP`
SDM'22
Alibaba | | **2021** | [CIN](https://dl.acm.org/doi/fullHtml/10.1145/3428079) {cite}`CIN`
TKDD'21 | [HyperCTR](https://arxiv.org/pdf/2109.02398) {cite}`HyperCTR`
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`
CIKM'20
Alibaba | [MARN](https://arxiv.org/abs/2003.07162) {cite}`MARN`
WWW'20
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`
CIKM'20
Alibaba | [KFAtt](https://arxiv.org/abs/2010.00985) {cite}`KFAtt`
NeurIPS'20
JD | [MARN](https://arxiv.org/abs/2003.07162) {cite}`MARN`
WWW'20
Alibaba | [DHAN](https://arxiv.org/abs/2005.12981) {cite}`DHAN`
SIGIR'20
Alibaba | | **2019** | [DIEN](https://arxiv.org/abs/1809.03672) {cite}`DIEN`
AAAI'19
Alibaba | [DSIN](https://arxiv.org/abs/1905.06482) {cite}`DSIN`
IJCAI'19
Alibaba | [DSTN](https://arxiv.org/abs/1906.03776) {cite}`DSTN`
KDD'19
Alibaba | [MIMN](https://arxiv.org/abs/1905.09248) {cite}`MIMN`
KDD'19
Alibaba | | | [BST](https://arxiv.org/abs/1905.06874) {cite}`BST`
DLP-KDD'19
Alibaba | [GIN](https://arxiv.org/abs/2103.16164) {cite}`GIN`
SIGIR'19
Alibaba | | **2018** | [DIN](https://www.kdd.org/kdd2018/accepted-papers/view/deep-interest-network-for-click-through-rate-prediction) {cite}`DIN`
KDD'18
Alibaba | + ## Multi-Task & Multi-Domain | | | | | | | diff --git a/docs/CTR/references.bib b/docs/CTR/references.bib index 71209e6..6ef6d1d 100644 --- a/docs/CTR/references.bib +++ b/docs/CTR/references.bib @@ -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