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..40656cb 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