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Code for ICML 2023 paper "When and How Does Known Class Help Discover Unknown Ones? Provable Understandings Through Spectral Analysis"

NSCL 최신버젼 다운로드

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## When and How Does Known Class Help Discover Unknown Ones? Provable Understandings Through Spectral Analysis
Yiyou Sun, Zhenmei Shi, Yingyu Liang, Yixuan (Sharon) Li

This repo contains the reference source code in PyTorch of the NSCL framework. 
For more details please check our paper [When and How Does Known Class Help Discover Unknown Ones? Provable Understandings Through Spectral Analysis](https://openreview.net/pdf?id=JHodnaW5WZ) 
(ICML 23).

### Dependencies

The code is built with following libraries:

- [PyTorch==1.7.1](https://pytorch.org/)

### Usage

##### Get Started

- To train and evaluate on CIFAR-100/10, run

```bash
./run.sh
```

### Citing

If you find our code useful, please consider citing:

```
@inproceedings{
    sun2023nscl,
    title={When and How Does Known Class Help Discover Unknown Ones? Provable Understandings Through Spectral Analysis},
    author={Yiyou Sun and Zhenmei Shi and Yingyu Liang and Yixuan Li},
    booktitle={ICML},
    year={2023},
    url={https://openreview.net/forum?id=JHodnaW5WZ}
}
```

NSCL

NSCL 최신버젼 다운로드

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NSCL

NSCL 최신버젼 다운로드

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