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## Where to start?
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## Lecture Notes
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## Surveys
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## Survey
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- **Algorithms with Predictions** by _Michael Mitzenmacher_ and _Sergei Vassilvitskii_, 2020. [[Beyond the Worst-Case Analysis of Algorithmis]](https://www.cambridge.org/core/books/beyond-the-worstcase-analysis-of-algorithms/8A8128BBF7FC2857471E9CA52E69AC21) [[arxiv]](https://arxiv.org/pdf/2006.09123.pdf)
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[[Communications of the ACM 2022]](https://dl.acm.org/doi/10.1145/3528087)
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## Workshops
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- **TTIC Summer Workshop Program** [Learning-Augmented Algorithms](https://www.ttic.edu/summer-workshop-2024/), _August '24_
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- **SIGMETRICS** [Workshop on Learning-augmented Algorithms: Theory and Applications](https://learning-augmented-algorithms.github.io/), _June '23, '24_
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- **FSTTCS'22** [Workshop on Algorithms under Uncertainty](https://sites.google.com/view/fsttcs22-algo-workshop?pli=1), _December 2022_
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- **STOC'22** [Workshop on Algorithms with Predictions](https://theory.stanford.edu/~sergei/stoc2022alps.html), _June 2022_
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- **ALPS'22** [Workshop on Algorithms with Predictions](https://alps2022.epfl.ch/), _May 2022_ [[slides]](https://alps2022.epfl.ch/schedule/)
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- **FODSI'21** [MACHINE LEARNING FOR ALGORITHMS (ML4A)](https://fodsi.us/ml4a.html), _July 2021_
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- **STOC'20** [Workshop on Algorithms with Predictions](https://www.mit.edu/~vakilian/stoc-workshop.html), _June 2020_
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- **TTI'19** [Workshop on Learning-Based Algorithms](http://www.mit.edu/~vakilian/ttic-workshop.html), _August 2019_
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- **Dagstuhl 2025** [Seminar 25471: Online Algorithms beyond Competitive Analysis](https://www.dagstuhl.de/de/seminars/seminar-calendar/seminar-details/25471), _Schloss Dagstuhl, Germany, November 2025_
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- **ICALP 2025** Satellite Workshop on [Theory and Applications of Algorithms with Predictions](https://taap25.github.io/)), Aarhus, Denmark, July 2025_
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- **Dagstuhl 2025** [Seminar 25181: Learned Predictions for Data Structures and Running Time](https://www.dagstuhl.de/de/seminars/seminar-calendar/seminar-details/25181), _Schloss Dagstuhl, Germany, May 2025_
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- **Dagstuhl 2024** [Seminar 24441: Machine Learning Augmented Algorithms for Combinatorial Optimization Problems](https://www.dagstuhl.de/de/seminars/seminar-calendar/seminar-details/24441), _Schloss Dagstuhl, Germany, October 2024_
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- **TTIC Summer Workshop 2024** [Learning-Augmented Algorithms](https://www.ttic.edu/summer-workshop-2024/), _Chicago, US, August 2024_
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- **Workshop at Columbia 2024** on [Algorithms with Predictions]([https://event.sdu.dk/algoml2025](https://sites.google.com/view/workshop-alps/home)), _New York City, US, June 2024_
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- **ICALP 2023** Satellite Workshop on [Recent Trends in Online Algorithms](https://acolab.ie.nthu.edu.tw/icalp23-workshop/), _Paderborn, Germany, July 2023_
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- **SIGMETRICS** [Workshop on Learning-augmented Algorithms: Theory and Applications](https://learning-augmented-algorithms.github.io/), _June 2023, 2024_, 2025_
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- **Dagstuhl 2023** [Seminar 23061: Scheduling beyond the Worst Case](https://www.dagstuhl.de/de/seminars/seminar-calendar/seminar-details/23061), _Schloss Dagstuhl, Germany, March 2023_
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- **FSTTCS 2022** [Workshop on Algorithms under Uncertainty](https://sites.google.com/view/fsttcs22-algo-workshop?pli=1), _Chennai, India, December 2022_
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- **STOC 2022** [Workshop on Algorithms with Predictions](https://theory.stanford.edu/~sergei/stoc2022alps.html), _June 2022_
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- **ALPS 2022** [Workshop on Algorithms with Predictions](https://alps2022.epfl.ch/), _May 2022_ [[slides]](https://alps2022.epfl.ch/schedule/)
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- **FODSI 2021** [MACHINE LEARNING FOR ALGORITHMS (ML4A)](https://fodsi.us/ml4a.html), _July 2021_
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- **STOC 2020** [Workshop on Algorithms with Predictions](https://www.mit.edu/~vakilian/stoc-workshop.html), _June 2020_
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- **TTI 2019** [Workshop on Learning-Based Algorithms](http://www.mit.edu/~vakilian/ttic-workshop.html), _August 2019_
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## PhD Schools
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- **PhD School at CWI** [Machine Learning and Optimization](https://www.cwi.nl/en/events/cwi-research-semester-programmes/phd-school-machine-learning-and-optimization/), _CWI, Amsterdam, The Netherlands, September 2025_
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- **PhD School at SDU** [Intersections of Algorithms and Machine Learning Theory](https://event.sdu.dk/algoml2025), _SDU Odense, Denmark, July 2025_

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