add: 1 paper

README.md

@@ -60,6 +60,11 @@ Related Codes: [[USB: unified semi-supervised learning benchmark](https://github
 - By topic: [doc/awesome_papers.md](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper.md)
 - By date: [[2022-12](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2022-12)] [[2022-11](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2022-11)] [[2022-10](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2022-10)] [[2022-09](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2022-09)] [[2022-08](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2022-08)] [[2022-07](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2022-07)] [[2022-06](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2022-06)] [[2022-05](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2022-05)] [[2022-04](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2022-04)] [[2022-03](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2022-03)] [[2022-02](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2022-02)] [[2022-01](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2022-01)] [[2021-12](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2021-12)] [[2021-11](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2021-11)] [[2021-10](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2021-10)] [[2021-09](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2021-09)] [[2021-08](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2021-08)] [[2021-07](https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper_date.md#2021-07)]
 
+*Updated at 2023-01-12:*
+
+- Does progress on ImageNet transfer to real-world datasets? [[arxiv](https://arxiv.org/abs/2301.04644)]
+  - ImageNet accuracy does not transfer to down-stream tasks
+
 *Updated at 2023-01-05:*
 
 - TPAMI'23 Source-Free Unsupervised Domain Adaptation: A Survey [[arxiv](http://arxiv.org/abs/2301.00265)]