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doongz committed May 6, 2023
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### Recent Advance of Self-supervised learning for NLP

BERT: https://leemeng.tw/attack_on_bert_transfer_learning_in_nlp.html

<img src="./images/image-20230219213117374.png" alt="image-20230219213117374" style="zoom:50%;" />

<img src="./images/image-20230219213733819.png" alt="image-20230219213733819" style="zoom:50%;" />

<img src="./images/image-20230219214255436.png" alt="image-20230219214255436" style="zoom:50%;" />

<img src="./images/image-20230219214731632.png" alt="image-20230219214731632" style="zoom:50%;" />

...

<img src="./images/image-20230219215149932.png" alt="image-20230219215149932" style="zoom:50%;" />

<img src="./images/image-20230219215547329.png" alt="image-20230219215547329" style="zoom:50%;" />

<img src="./images/image-20230219220128778.png" alt="image-20230219220128778" style="zoom:50%;" />

### Lecture 7: Self-supervised learning for Speech and Image

1. Generative Approaches

<img src="./images/image-20230221224028165.png" alt="image-20230221224028165" style="zoom:50%;" />

<img src="./images/image-20230221224043308.png" alt="image-20230221224043308" style="zoom:50%;" />

<img src="./images/image-20230221224310876.png" alt="image-20230221224310876" style="zoom:50%;" />

<img src="./images/image-20230221224413124.png" alt="image-20230221224413124" style="zoom:50%;" />

2. Predictive Approach

<img src="./images/image-20230221225039622.png" alt="image-20230221225039622" style="zoom:50%;" />

3. Contrastive Learning

<img src="./images/image-20230221225737652.png" alt="image-20230221225737652" style="zoom:50%;" />

<img src="./images/image-20230221230258071.png" alt="image-20230221230258071" style="zoom:50%;" />

### Lecture 8: Auto-encoder/ Anomaly Detection

<img src="./images/image-20230222220243772.png" alt="image-20230222220243772" style="zoom:50%;" />

<img src="./images/image-20230222220925680.png" alt="image-20230222220925680" style="zoom:50%;" />

<img src="./images/image-20230222223433760.png" alt="image-20230222223433760" style="zoom:50%;" />

### Lecture 9: Explainable AI

<img src="./images/image-20230224224032047.png" alt="image-20230224224032047" style="zoom:50%;" />

<img src="./images/image-20230224225532342.png" alt="image-20230224225532342" style="zoom:50%;" />

<img src="./images/image-20230224230356847.png" alt="image-20230224230356847" style="zoom:50%;" />

### Lecture 10: Attack

白盒攻击:知道模型和模型参数,输入的图片作为参数进行训练,既能让输出为另一个东西,同时也和原图片还很相同

<img src="./images/image-20230227230142745.png" alt="image-20230227230142745" style="zoom:50%;" />

<img src="./images/image-20230227230901029.png" alt="image-20230227230901029" style="zoom:50%;" />

<img src="./images/image-20230227232352463.png" alt="image-20230227232352463" style="zoom:50%;" />

黑盒攻击:不知道模型,用同一个数据集训练一个模型,对自己的模型进行攻击,那么训练好的输入图片,对要攻击的模型同样有效

<img src="./images/image-20230228223103633.png" alt="image-20230228223103633" style="zoom:50%;" />

<img src="./images/image-20230228225418185.png" alt="image-20230228225418185" style="zoom:50%;" />

<img src="./images/image-20230228230428890.png" alt="image-20230228230428890" style="zoom:50%;" />

<img src="./images/image-20230228231122088.png" alt="image-20230228231122088" style="zoom:50%;" />

<img src="./images/image-20230228231305462.png" alt="image-20230228231305462" style="zoom:50%;" />

### Lecture 11: Adaptation

<img src="./images/image-20230302225233152.png" alt="image-20230302225233152" style="zoom:50%;" />

<img src="./images/image-20230302230041993.png" alt="image-20230302230041993" style="zoom:50%;" />

### Lecture 12: Reinforcement Learning

### Lecture 13: Network Compression
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