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<!DOCTYPE html>
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<title>Jonathan Shafer</title>
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<li data-menuanchor="about" class="active"><a href="#about">About</a></li>
<li data-menuanchor="publications"><a href="#publications">Publications</a></li>
<li data-menuanchor="teaching"><a href="#teaching">Teaching</a></li>
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<img class="headshot" src="./imgs/headshot.jpg" alt="headshot">
<h1 class="my-name">Jonathan Shafer</h1>
<p class="about">
I am a researcher. I work in theoretical computer science, and I'm especially fascinated with computational and statistical learning theory.
</p>
<br/>
<p class="about">
I am currently a postdoctoral associate at MIT, hosted by <a href="https://people.csail.mit.edu/vinodv">Vinod Vaikuntanathan</a>. Previously, I earned a PhD from UC Berkeley advised by <a href="https://simons.berkeley.edu/people/shafi-goldwasser">Shafi Goldwasser</a>, and an MSc from Tel Aviv University advised by <a href="https://www.cs.tau.ac.il/~shpilka/">Amir Shpilka</a> and <a href="https://yehudayoff.net.technion.ac.il/">Amir Yehudayoff</a>. I completed my undergraduate studies at the <a href="https://en.wikipedia.org/wiki/Adi_Lautman_Interdisciplinary_Program_for_Outstanding_Students">Lautman Interdisciplinary Program</a>.
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<div class="section" id="section-publications">
<h1 class="publications-title">Publications</h1>
<h2 class="publications-subtitle">& Preprints</h2>
<ol class="publication-list">
<li>
<p><a href="https://arxiv.org/abs/2309.13658" class="publication-title">Fantastic Generalization Measures are Nowhere to be Found</a></p>
<p class="publication-authors">With Michael Gastpar, Ido Nachum and Thomas Weinberger</p>
<ul class="resource-list">
<li>
Forthcoming at the 12th International Conference on Learning Representations <b>(ICLR 2024)</b>
</li>
</ul>
</li>
<li>
<p><a href="https://arxiv.org/abs/2311.06428" class="publication-title">A Trichotomy for Transductive Online Learning</a></p>
<p class="publication-authors">With Steve Hanneke and Shay Moran</p>
<ul class="resource-list">
<li>
<a class="publication-resource-link" href="https://proceedings.neurips.cc/paper_files/paper/2023/hash/3e32af2df2cd13dfbcbe6e8d38111068-Abstract-Conference.html">Conference version</a>: 37th Annual Conference on Neural Information Processing System <b>(NeurIPS 2023)</b>
</li>
<li>
<a class="publication-resource-link" href="https://slideslive.com/39010753">Video</a>, <a class="publication-resource-link" href="https://drive.google.com/file/d/1Zto9RlFwqhI7TlavfSHBj8UQVfbR3Nkl/view?usp=drive_link">slides</a>: Jonathan presenting at NeurIPS, December 10th 2023
</li>
</ul>
</li>
<li>
<p><a href="https://arxiv.org/abs/2310.18428" class="publication-title">The Bayesian Stability Zoo</a></p>
<p class="publication-authors">With Shay Moran and Hilla Schefler</p>
<ul class="resource-list">
<li>
<a class="publication-resource-link" href="https://proceedings.neurips.cc/paper_files/paper/2023/hash/c2586b71fd150fb56952e253a9c551cc-Abstract-Conference.html">Conference version</a>: 37th Annual Conference on Neural Information Processing System <b>(NeurIPS 2023)</b>
</li>
<li>
<a class="publication-resource-link" href="https://slideslive.com/39010754">Video</a>, <a class="publication-resource-link" href="https://drive.google.com/file/d/14gTEyws1WqaG-jsKRZaKpVw5Fno36d8y/view?usp=drive_link">slides</a>, <a class="publication-resource-link" href="https://drive.google.com/file/d/1ic30V5Bm1-BPoWRRjnP3Ye_tbQ92bsFf/view?usp=drive_link">poster</a>: Hilla presenting at NeurIPS, December 10th 2023
</li>
</ul>
</li>
<li>
<p><a href="https://arxiv.org/abs/2208.14615" class="publication-title">Fine-Grained Distribution-Dependent Learning Curves</a></p>
<p class="publication-authors">With Olivier Bousquet, Steve Hanneke, Shay Moran and Ilya Tolstikhin</p>
<ul class="resource-list">
<li>
<a class="publication-resource-link" href="https://proceedings.mlr.press/v195/bousquet23a.html">Conference version</a>: 36th Conference on Learning Theory <b>(COLT 2023)</b>
</li>
</ul>
</li>
<li>
<p><a href="https://arxiv.org/abs/2211.17096" class="publication-title">PAC Verification of Statistical Algorithms</a></p>
<p class="publication-authors">With Saachi Mutreja</p>
<ul class="resource-list">
<li>
<a class="publication-resource-link" href="https://proceedings.mlr.press/v195/mutreja23a.html">Conference version</a>: 36th Conference on Learning Theory <b>(COLT 2023)</b>
</li>
</ul>
</li>
<li>
<p><a href="https://eccc.weizmann.ac.il/report/2020/058" class="publication-title">Interactive Proofs for Verifying Machine Learning</a></p>
<p class="publication-authors">With Shafi Goldwasser, Guy Rothblum and Amir Yehudayoff</p>
<ul class="resource-list">
<li>
<a class="publication-resource-link" href="https://nips.cc/virtual/2020/public/invited_16163.html">Video</a>: Shafi presenting as part of her <b>invited talk</b> at NeurIPS, December 8th 2020
</li>
<li>
<a class="publication-resource-link" href="https://doi.org/10.4230/LIPIcs.ITCS.2021.41">Conference version</a>: 12th Innovations in Theoretical Computer Science Conference <b>(ITCS 2021)</b>
</li>
<li>
<a class="publication-resource-link" href="https://youtu.be/QTiAvN-MowM">Video</a>, <a class="publication-resource-link" href="https://drive.google.com/drive/folders/1l1EX3fzr4dFP44ZaFDmH2-QDqZEt4Tbv">slides</a>: Jonathan presenting at ITCS, January 8th 2021
</li>
<li>
Also presented at the <a href="https://bostoncryptoday.wordpress.com/" class="publication-resource-subdued-link">Charles River Crypto Day</a>, July 31st 2020; the Theory Seminar at Weizmann Institute of Science, January 19th 2020; and the Theory Seminar at Tel Aviv University, January 16th 2020
</li>
</ul>
</li>
<li>
<p><a href="https://arxiv.org/abs/1804.05474" class="publication-title">A Direct Sum Result for the Information Complexity of Learning</a></p>
<p class="publication-authors">With Ido Nachum and Amir Yehudayoff</p>
<ul class="resource-list">
<li>
<a class="publication-resource-link" href="http://proceedings.mlr.press/v75/nachum18a.html">Conference version</a>: 31st Conference On Learning Theory <b>(COLT 2018)</b>
</li>
<li>
<a class="publication-resource-link" href="https://youtu.be/4Tt5axa-wyM">Video</a>, <a class="publication-resource-link" href="https://drive.google.com/drive/folders/1jBZlo_gUYEjZ3a4POZCNAyXsjEoaT1lX">slides</a>: Jonathan presenting at COLT, July 9th 2018
</li>
</ul>
</li>
<li>
<p><a href="https://arxiv.org/abs/1710.05233" class="publication-title">Learners that Use Little Information</a></p>
<p class="publication-authors">With Raef Bassily, Shay Moran, Ido Nachum, and Amir Yehudayoff</p>
<ul class="resource-list">
<li>
<a class="publication-resource-link" href="http://proceedings.mlr.press/v83/bassily18a.html">Conference version</a>: 29th International Conference on Algorithmic Learning Theory <b>(ALT 2018)</b>
</li>
</ul>
</li>
</ol>
</div>
<div class="section" id="section-teaching">
<h1 id="teaching-title">Teaching</h1>
<ol class="teaching-list">
<li>
<p class="class-title">Computational Learning Theory</p>
<p class="teaching-position">Co-Instructor</p>
<p class="class-details">UC Berkeley, CS 294-220, Spring 2021<p>
<ul class="resource-list">
<li>
<a class="class-resource-link" href="https://piazza.com/berkeley/spring2021/computationallearningtheory/resources">Notes and videos</a>: Lectures delivered and scribed by Jonathan
</li>
</ul>
</li>
<li>
<p class="class-title">Computability and Complexity</p>
<p class="teaching-position">Teaching Assistant</p>
<p class="class-details">UC Berkeley, CS 172, Spring 2019<p>
<ul class="resource-list">
<li>
<a class="class-resource-link" href="https://drive.google.com/drive/folders/1Qm4CyCorVfVBt6ePTXVcxz_e75tgqPyH">Notes</a>: Discussions delivered and scribed by Jonathan
</li>
</ul>
</li>
<li>
<p class="class-title">Algorithms for Computational Linguistics</p>
<p class="teaching-position">Instructor</p>
<p class="class-details">
Tel Aviv University, 0627-2235-01, Spring 2017
<br>
Replaced a professor that was on sabbatical
<p>
<ul class="resource-list">
<li>
<a class="class-resource-link" href="https://drive.google.com/open?id=14kVP1Ot-IIADL-YoyMoRCCt65NZ-Xur2">Notes</a>: Lectures delivered and scribed by Jonathan (Hebrew)
</li>
</ul>
</li>
<li>
<p class="class-title">Computational Linguistics for Beginners</p>
<p class="teaching-position">Teaching Assistant</p>
<p class="class-details">Tel Aviv University, 0627-2221-01, Spring 2016<p>
</li>
<li>
<p class="class-title">Advanced Computational Linguistics</p>
<p class="teaching-position">Teaching Assistant</p>
<p class="class-details">Tel Aviv University, 0627-4090-02, Fall 2015<p>
<ul class="resource-list">
<li>
<a class="class-resource-link" href="https://drive.google.com/open?id=1Pos59p9uUF9QMMumA6cZGRxKAsmUFrbQ">Notes</a>: Discussions delivered by Jonathan and scribed by Noa Peled (Hebrew)
</li>
</ul>
</li>
</ol>
</div>
<div class="section" id="section-contact">
<h1>Contact</h1>
<ul class="contact-info">
<li>
<i>Email</i>: <span class="email-address">shaferjo@mit.edu</span>
</li>
<li>
<i>Office</i>: Stata Center, 32-G632, 32 Vassar St, Cambridge, MA 02139
</li>
</ul>
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