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11/1 | Automata learning and interpretability <br> **Reading:** [*Model Learning*](https://m-cacm.acm.org/magazines/2017/2/212445-model-learning/fulltext) <br> **Reading:** [*Interpreting Finite Automata for Sequential Data*](https://arxiv.org/pdf/1611.07100) | Jack/Jack | Abhirav/Rajan |
11/4 | Programming 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) | JH | --- |
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) | JH | --- |
11/8 | 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) | JH | Miru | MS2 Due
11/8 | 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) | JH | | MS2 Due
| <center> <h4> **No&nbsp;Lectures:&nbsp;Work&nbsp;on&nbsp;Projects** </h4> </center> | | |
12/9 | Project Presentations 1 <br> - Nils, Joseph, Abhirav <br> - Robert, Noor, Shashank <br> - Jack L., Geetika <br> - Zi | | |
12/11 | Project Presentations 2 <br> - Vibhor, Varun, Adarsh <br> - Siddhant, Goutham, Somya <br> - Nat, Zach, Jialu <br> - Miru, Pierre, Jack S. <br> - Shengwen, Rajan, Bobby | | Final Writeups |
12/11 | Project Presentations 2 <br> - Vibhor, Varun, Adarsh <br> - Siddhant, Goutham, Somya <br> - Nat, Zach, Jialu <br> - Miru, Pierre, Jack S. <br> - Shengwen, Rajan, Bobby | | | Projects Due