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Adjust readings.

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10/28 | Overview and basic notions | Justin | --- | 10/28 | Overview and basic notions | Justin | --- |
10/30 | Probabilistic programming languages <br> **Reading:** [*Probabilistic Programming*](https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/fose-icse2014.pdf) | Vishal/Nikita | Zijian/Yuchen | 10/30 | Probabilistic programming languages <br> **Reading:** [*Probabilistic Programming*](https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/fose-icse2014.pdf) | Vishal/Nikita | Zijian/Yuchen |
11/2 | Verifying probabilistic programs <br> **Reading:** [*A Program Logic for Union Bounds*](https://arxiv.org/pdf/1602.05681) <br> **See also:** [*Advances and Challenges of Probabilistic Model Checking*](https://www.prismmodelchecker.org/papers/allerton10.pdf) | Jinwoo/Mazharul | Yucheng/Matt W. | 11/2 | Verifying probabilistic programs <br> **Reading:** [*A Program Logic for Union Bounds*](https://arxiv.org/pdf/1602.05681) <br> **See also:** [*Advances and Challenges of Probabilistic Model Checking*](https://www.prismmodelchecker.org/papers/allerton10.pdf) | Jinwoo/Mazharul | Yucheng/Matt W. |
11/4 | Languages for differential privacy <br> **Reading:** [*Distance Makes the Types Grow Stronger: A Calculus for Differential Privacy*](https://www.cis.upenn.edu/~bcpierce/papers/dp.pdf) <br> **See also:** [*Programming Language Techniques for Differential Privacy*](https://siglog.hosting.acm.org/wp-content/uploads/2016/01/siglog_news_7.pdf) | Ashish/Athena | Nikhil/Scott | 11/4 | Languages for differential privacy <br> **Reading:** [*Privacy Integrated Queries*](https://www.microsoft.com/en-us/research/wp-content/uploads/2009/06/sigmod115-mcsherry.pdf) <br> **See also:** [*Distance Makes the Types Grow Stronger: A Calculus for Differential Privacy*](https://www.cis.upenn.edu/~bcpierce/papers/dp.pdf) <br> **See also:** [*Programming Language Techniques for Differential Privacy*](https://siglog.hosting.acm.org/wp-content/uploads/2016/01/siglog_news_7.pdf) | Ashish/Athena | Nikhil/Scott |
11/6 | Verifying neural networks <br> **Reading:** [*AI2: Safety and Robustness Certification of Neural Networks with Abstract Interpretation*](https://files.sri.inf.ethz.ch/website/papers/sp2018.pdf) <br> **See also:** [*DL2: Training and Querying Neural Networks with Logic*](http://proceedings.mlr.press/v97/fischer19a/fischer19a.pdf) | Roger/Zifan | Ashish/Athena | MS2 Due 11/6 | Verifying neural networks <br> **Reading:** [*AI2: Safety and Robustness Certification of Neural Networks with Abstract Interpretation*](https://files.sri.inf.ethz.ch/website/papers/sp2018.pdf) <br> **See also:** [*DL2: Training and Querying Neural Networks with Logic*](http://proceedings.mlr.press/v97/fischer19a/fischer19a.pdf) | Roger/Zifan | Ashish/Athena | MS2 Due
| <center> <h4> **No Lectures: Work on Projects** </h4> </center> | | | | <center> <h4> **No Lectures: Work on Projects** </h4> </center> | | |
12/7 | <center> **Project Presentations** </center> | | | 12/7 | <center> **Project Presentations** </center> | | |