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Update doc and notebook (#946) 

* update

* update doc

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Co-authored-by: “skzhang1” <“shaokunzhang529@gmail.com”>
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Shaokun 2023-03-10 08:54:48 -05:00 committed by GitHub
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notebook/tune_lexicographic.ipynb
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@ -1,10 +1,11 @@
{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Tune neural networks with leicographic preference across objectives\n",
"# Tune neural networks with lexicographic preference across objectives\n",
"This example is to tune neural networks model with two objectives \"error_rate\", \"flops\" on FashionMnist dataset. \n",
"\n",
"**Requirements.** This notebook requires:"

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website/docs/Use-Cases/Tune-User-Defined-Function.md
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@ -662,3 +662,15 @@ For more technical details, please check our papers.
booktitle={ICLR'21},
}
```
* [Targeted Hyperparameter Optimization with Lexicographic Preferences Over Multiple Objectives](https://openreview.net/forum?id=0Ij9_q567Ma). Shaokun Zhang, Feiran Jia, Chi Wang, Qingyun Wu. ICLR 2023 (notable-top-5%).
```bibtex
@inproceedings{zhang2023targeted,
title={Targeted Hyperparameter Optimization with Lexicographic Preferences Over Multiple Objectives},
author={Shaokun Zhang and Feiran Jia and Chi Wang and Qingyun Wu},
booktitle={International Conference on Learning Representations},
year={2023},
url={https://openreview.net/forum?id=0Ij9_q567Ma}
}
```