{"id":8,"date":"2021-08-25T01:16:07","date_gmt":"2021-08-25T01:16:07","guid":{"rendered":"https:\/\/mitmgmtfaculty.mit.edu\/tlykouris\/research-publications\/"},"modified":"2026-03-17T15:57:30","modified_gmt":"2026-03-17T15:57:30","slug":"research","status":"publish","type":"page","link":"https:\/\/mitmgmtfaculty.mit.edu\/tlykouris\/research\/","title":{"rendered":"Research"},"content":{"rendered":"<div id=\"pl-8\"  class=\"panel-layout\" ><div id=\"pg-8-0\"  class=\"panel-grid panel-no-style\" ><div id=\"pgc-8-0-0\"  class=\"panel-grid-cell\" ><div id=\"panel-8-0-0-0\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research panel-first-child\" data-index=\"0\" ><h2 class=\"widget-title\">Journal Articles<\/h2><div class=\"textwidget\"><ol>\n<li>\"<a href=\"http:\/\/arxiv.org\/abs\/2206.03324\" target=\"_blank\" rel=\"noopener\">Efficient Decentralized Multi-agent Learning in Asymmetric Bipartite Queueing Systems<\/a>.\"<br \/>\nwith Daniel Freund and Wentao Weng.<br \/>\n<strong>Operations Research<\/strong><em><strong>. <\/strong><\/em>Vol. 72, No. 3 (2024): 1049-1070.<br \/>\n<em>Conference version: 35th Annual Conference on Learning Theory (COLT 2022).<\/em><br \/>\n<a href=\"https:\/\/pubsonline.informs.org\/doi\/10.1287\/opre.2022.0291\" target=\"_blank\" rel=\"noopener\">Journal version<\/a><br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=2zXVK4Em0VY&amp;t=1s\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 60-minute talk that Daniel gave in the <a href=\"https:\/\/sites.google.com\/view\/snappseminar\/past-seminars\/spring-2023\">SNAPP seminar series in April 2023<\/a>.<br \/>\n<strong>Finalist in the Applied Probability Society Student Paper Competition (2022)<\/strong><strong>.<\/strong><\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/abs\/2208.09407\" target=\"_blank\" rel=\"noopener\">Learning in Stackelberg Games with Non-myopic Agents\"<\/a><br \/>\nwith Nika Haghtalab,, Sloan Nietert, and Alexander Wei.<br \/>\n<strong>Operations Research<\/strong><em><strong>.\u00a0<\/strong><\/em>Forthcoming (2025).<br \/>\n<em>Conference version: 23rd ACM Conference on Economics and Computation (EC 2022).<\/em><\/li>\n<li>\u201c<a href=\"https:\/\/arxiv.org\/pdf\/2007.07990.pdf\" target=\"_blank\" rel=\"noopener\">Static Pricing for Multi-unit Prophet Inequalities<\/a>.\u201d<br \/>\nwith Shuchi Chawla and Nikhil Devanur.<br \/>\n<strong>Operations Research<\/strong><em><strong>. <\/strong><\/em>Vol. 72, No. 4 (2024): 1388-1399.<br \/>\n<em>Conference version: 17th Conference on Web and Internet Economics (WINE 2021).<\/em><br \/>\n<a href=\"https:\/\/pubsonline.informs.org\/doi\/full\/10.1287\/opre.2023.0031\" target=\"_blank\" rel=\"noopener\">Journal version<\/a>.<\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/1911.08689.pdf\" target=\"_blank\" rel=\"noopener\">Corruption-robust Exploration in Episodic Reinforcement Learning<\/a>.\"<br \/>\nwith Max Simchowitz, Aleksandrs Slivkins, and Wen Sun.<br \/>\n<strong>Mathematics of Operations Research. <\/strong>Vol. 50, No. 2 (2024): 1277-1304.<br \/>\n<em>Conference version: 34th Annual Conference on Learnint Theory (COLT 2021).<\/em><br \/>\n<a href=\"https:\/\/pubsonline.informs.org\/doi\/full\/10.1287\/moor.2021.0202\" target=\"_blank\" rel=\"noopener\">Journal version<\/a>.<br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=JFNf66lgjJY\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 60-minute talk that I gave in the <a href=\"https:\/\/sites.google.com\/view\/rltheoryseminars\/past-seminars\/autumn-2020\">RL Theory seminar series in November 2020<\/a>.<\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/2002.11650.pdf\" target=\"_blank\" rel=\"noopener\">Contextual Search in the Presence of Adversarial Corruptions<\/a>.\"<br \/>\nwith Akshay Krishnamurthy, Chara Podimata, and Robert Schapire.<br \/>\n<strong>Operations Research.<\/strong> Vol. 71, No. 4 (2023): 1120-1135.<br \/>\n<em>Conference version: 53rd ACM Symposium on Theory of Computing (STOC 2021).<\/em><br \/>\n<a href=\"https:\/\/pubsonline.informs.org\/doi\/10.1287\/opre.2022.2365\" target=\"_blank\" rel=\"noopener\">Journal version.<\/a><br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=sjbZHmFjjAg\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 45-minute talk that Chara gave at the <a href=\"https:\/\/simons.berkeley.edu\/talks\/corruption-robust-contextual-search\">Simons Institute in September 2022<\/a>.<\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/1802.05399.pdf\" target=\"_blank\" rel=\"noopener\">Competitive Caching with Machine Learned Advice<\/a>.\"<br \/>\nwith Sergei Vassilvitskii.<br \/>\n<strong>Journal of the ACM.<\/strong> Vol. 68, No. 4, Art. 24 (2021): 1-25.<br \/>\n<em>Conference version: 35th International Conference on Machine Learning (ICML 2018).<\/em><br \/>\n<a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3447579\" target=\"_blank\" rel=\"noopener\">Journal version<\/a>.<\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/1711.03639.pdf\" target=\"_blank\" rel=\"noopener\">Small-loss Bounds for Online Learning with Partial Information<\/a>.\"<br \/>\nwith Karthik Sridharan and \u00c9va Tardos.<br \/>\n<strong>Mathematics of Operations Research<\/strong>. Vol. 47, No. 3 (2022): 2186-2218.<br \/>\n<em>Conference version: 31st Annual Conference on Learning Theory (2018).<\/em><br \/>\n<a href=\"https:\/\/pubsonline.informs.org\/doi\/abs\/10.1287\/moor.2021.1204\" target=\"_blank\" rel=\"noopener\">Journal version<\/a>.<br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=Bo_6qGltf6I&amp;list=PLCHBdlWR7RYzMjoGTatLItEhisi5sBNFh&amp;index=70\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 10-minute talk that I gave at the <a href=\"https:\/\/www.learningtheory.org\/colt2018\/\">COLT 2018 conference in July 2018<\/a>.<br \/>\n<strong><strong><strong>Finalist in the INFORMS Nicholson Student Paper Competition (2018).<\/strong><\/strong><\/strong><\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/1608.06819.pdf\" target=\"_blank\" rel=\"noopener\">Pricing and Optimization in Shared Vehicle Systems: An Approximation Framework<\/a>.\"<br \/>\nwith Siddhartha Banerjee and Daniel Freund.<br \/>\n<strong>Operations Research.<\/strong> Vol. 70, No. 3 (2022): 1783-1805.<br \/>\n<em>Conference version: 18th ACM Conference on Economics and Computation (EC 2017).<\/em><br \/>\n<a href=\"https:\/\/pubsonline.informs.org\/doi\/abs\/10.1287\/opre.2021.2165\" target=\"_blank\" rel=\"noopener\">Journal version<\/a>.<br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=K_q6tMmOyuc\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 20-minute talk that I gave at the <a href=\"https:\/\/www.sigecom.org\/ec17\/\">EC 2017 conference in June 2017<\/a>.<br \/>\n<strong>Finalist in the Applied Probability Society Student Paper Competition (2017).<\/strong><\/li>\n<\/ol>\n<\/div><\/div><div id=\"panel-8-0-0-1\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research\" data-index=\"1\" ><h2 class=\"widget-title\">Working Papers<\/h2><div class=\"textwidget\"><ol>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/2505.21331\" target=\"_blank\" rel=\"noopener\">Scheduling with Uncertain Holding Costs and its Application to Content Moderation<\/a>.\"<br \/>\nwith Caner Gocmen, Deeksha Sinha, and Wentao Weng.<br \/>\n<em><strong>Major Revision at Management Science.<\/strong><\/em><br \/>\n<a href=\"https:\/\/www.youtube.com\/live\/IiiluEGWcjU\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 45-minute talk that I gave at the <a href=\"https:\/\/simons.berkeley.edu\/workshops\/bridging-prediction-intervention-problems-social-systems\/schedule\">Simons Institute in January 2026<\/a>.<\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/abs\/2402.12237\" target=\"_blank\" rel=\"noopener\">Learning to Defer in Congested Systems: The AI-Human Interplay<\/a>.\"<br \/>\nwith Wentao Weng.<br \/>\n<em><strong>Under second-round review at Operations Research (after Major Revision).<\/strong><\/em><br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=Q0TJpNoG9SI\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 60-minute talk that I gave in the <a href=\"https:\/\/sites.google.com\/view\/snappseminar\/past-seminars\/spring-2024\">SNAPP seminar series in May 2024<\/a>.<br \/>\n<strong>Finalist in the Junior Faculty Interest Group Paper Competition (2024)<\/strong><strong>.<\/strong><\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/abs\/2406.06929\" target=\"_blank\" rel=\"noopener\">Social Learning with Limited Attention: Negative Reviews Persist under Newest First<\/a>.\"<br \/>\nwith Jackie Baek and Atanas Dinev.<br \/>\n<b><em><strong>Under second-round review at Operations Research (after Major Revision).<\/strong><\/em><\/b><br \/>\n<em>Conference version: 25th ACM Conference on Economics and Computation (EC 2024).<\/em><br \/>\n<strong>Accepted for presentation in the 2025 MSOM SIG (Service Science)<\/strong><em>.<\/em><br \/>\n<strong>Finalist in the Junior Faculty Interest Group Paper Competition (2025)<\/strong><strong>.<\/strong><\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/abs\/2308.07817\" target=\"_blank\" rel=\"noopener\">The Transient Cost of Learning in Queueing Systems<\/a>.\"<br \/>\nwith Daniel Freund and Wentao Weng.<br \/>\n<b><em><strong>Under second-round review at Operations Research (after Reject-and-Resubmit).<\/strong><\/em><\/b><br \/>\n<em>Conference version: 37th Conference on Neural Information Processing Systems (NeurIPS 2023).<\/em><\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/abs\/2301.10642\" target=\"_blank\" rel=\"noopener\">Group Fairness in Dynamic Refugee Assignment<\/a>.\"<br \/>\nwith Daniel Freund, Elisabeth Paulson, Bradley Sturt, and Wentao Weng.<br \/>\n<em><strong>Major Revision at Operations Research.<\/strong><\/em><br \/>\n<em>Conference version: 24th ACM Conference on Economics and Computation (EC 2023).<\/em><br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=CUX7iIkYpng\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 60-minute talk that Daniel gave at the <a href=\"https:\/\/toc4fairness.org\/toc4fairness-seminar-daniel-freund\/\">TOC4Fairness in February 2024<\/a>.<br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=Q0TJpNoG9SI\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 18-minute talk that Wentao gave at the <a href=\"https:\/\/ec23.sigecom.org\/index.html\">EC 2023 conference in June 2023<\/a>.<\/li>\n<li>\u201c<a href=\"https:\/\/arxiv.org\/pdf\/1803.09353.pdf\" target=\"_blank\" rel=\"noopener\">Stochastic Bandits Robust to Adversarial Corruptions<\/a>.\u201d<br \/>\nwith Vahab Mirrokni and Renato Paes Leme.<br \/>\n<em>Conference version: 50th ACM Symposium on Theory of Computing (STOC 2018).<\/em><br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=1tuW8bFlmzg\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 75-minute bootcamp talk that I gave at the <a href=\"https:\/\/simons.berkeley.edu\/talks\/bridging-stochastic-adversarial-bandits\">Simons Institute in August 2022<\/a>.<br \/>\n<a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3188745.3188918\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 20-minute talk that I gave at the <a href=\"https:\/\/acm-stoc.org\/stoc2018\/\">STOC 2018 conference in June 2018<\/a>.<\/li>\n<li>\u201c<a href=\"https:\/\/arxiv.org\/pdf\/1505.00391.pdf\" target=\"_blank\" rel=\"noopener\">Learning and Efficiency in Games with Dynamic Population<\/a>.\u201d<br \/>\nwith Vasilis Syrgkanis, and \u00c9va Tardos.<br \/>\n<em><strong>Major Revision at Mathematics of Operations Research.<\/strong><\/em><br \/>\n<em>Conference version: 27th ACM-SIAM Symposium on Discrete Algorithms (SODA 2016).<\/em><br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=pfvAqKkFXhU\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 45-minute talk that \u00c9va gave at the <a href=\"https:\/\/simons.berkeley.edu\/talks\/learning-games-dynamic-population\">Simons Institute in March 2018<\/a>.<\/li>\n<\/ol>\n<\/div><\/div><div id=\"panel-8-0-0-2\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research\" data-index=\"2\" ><h2 class=\"widget-title\">Conference Publications Not Listed Above<\/h2><div class=\"textwidget\"><ol>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/2512.09513\" target=\"_blank\" rel=\"noopener\">Contextual Dynamic Pricing with Heterogeneous Buyers.<\/a>\"<br \/>\nwith Sloan Nietert, Princewill Okoroafor, Chara Podimata, and Julian Zimmert.<br \/>\n39th Annual Conference on Neural Information Processing Systems <strong>(NeurIPS 2025)<\/strong>.<\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/2107.01509.pdf\" target=\"_blank\" rel=\"noopener\">Bayesian Decision-Making under Misspecified Priors with Applications to Meta-Learning<\/a>.\"<br \/>\nMax Simchowitz, Christopher Tosh, Akshay Krishnamurthy, Daniel Hsu, <em>Thodoris Lykouris<\/em>, Miroslav Dud\u00edk, Robert Schapire <em>(contributional author order)<\/em>.<br \/>\n35th Annual Conference on Neural Information Processing Systems<strong> (NeurIPS 2021)<\/strong>.<\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/2006.05051.pdf\" target=\"_blank\" rel=\"noopener\">Constrained Episodic Reinforcement Learning in Concave-convex and Knapsack Settings.<\/a>\"<br \/>\nwith Kiant\u00e9 Brantley, Miroslav Dud\u00edk, Sobhan Miryoosefi, Max Simchowitz, Aleksandrs Slivkins, and Wen Sun.<br \/>\n34th Annual Conference on Neural Information Processing Systems <strong>(NeurIPS 2020)<\/strong>.<\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/2003.02287.pdf\" target=\"_blank\" rel=\"noopener\">Bandits with Adversarial Scaling<\/a>.\"<br \/>\nwith Vahab Mirrokni and Renato Paes Leme.<br \/>\n37th International Conference on Machine Learning<strong> (ICML 2020)<\/strong>.<br \/>\n<a href=\"https:\/\/icml.cc\/virtual\/2020\/poster\/6296\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 15-minute talk that I gave at the <a href=\"https:\/\/icml.cc\/Conferences\/2020\">ICML 2020 conference in July 2020<\/a>.<\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/1905.09898.pdf\" target=\"_blank\" rel=\"noopener\">Feedback Graph Regret Bounds for Thompson Sampling and UCB<\/a>.\"<br \/>\nwith \u00c9va Tardos and Drishti Wali.<br \/>\n31st International Conference on Algorithmic Learning Theory <strong>(ALT 2020)<\/strong>.<\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/1909.08375.pdf\" target=\"_blank\" rel=\"noopener\">Advancing Subgroup Fairness via Sleeping Experts.<\/a>\"<br \/>\nwith Avrim Blum.<br \/>\n11th Innovations in Theoretical Computer Science Conference <strong>(ITCS 2020)<\/strong>.<\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/1810.11829.pdf\" target=\"_blank\" rel=\"noopener\">On Preserving Non-discrimination when Combining Expert Advice.<\/a>\"<br \/>\nwith Avrim Blum, Suriya Gunasekar, and Nathan Srebro.<br \/>\n32nd Annual Conference on Neural Information Processing Systems <strong>(NeurIPS 2018)<\/strong>.<\/li>\n<li>\"<a href=\"https:\/\/arxiv.org\/pdf\/1606.06244.pdf\" target=\"_blank\" rel=\"noopener\">Learning in Games: Robustness of Fast Convergence.<\/a>\"<br \/>\nwith Dylan Foster, Zhiyuan Li, Karthik Sridharan, and \u00c9va Tardos.<br \/>\n30th Annual Conference on Neural Information Processing Systems <strong>(NeurIPS 2016)<\/strong>.<br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=3H-jFV263pw\" target=\"_blank\" rel=\"noopener\">Video<\/a> of a 30-minute talk that I gave at the <a href=\"https:\/\/en-exact-sciences.tau.ac.il\/EC\/YoungEC17-convention\">YoungEC 2017 workshop in January 2017<\/a>.<\/li>\n<li>\"<a href=\"https:\/\/link.springer.com\/chapter\/10.1007%2F978-3-662-44803-8_11\" target=\"_blank\" rel=\"noopener\">Influence Maximization in Switching-selection Threshold Models.<\/a>\"<br \/>\nwith Dimitris Fotakis, Evangelos Markakis, and Svetlana Obraztsova.<br \/>\n7th International Symposium on Algorithmic Game Theory <strong>(SAGT 2014)<\/strong>.<\/li>\n<\/ol>\n<\/div><\/div><div id=\"panel-8-0-0-3\" class=\"so-panel widget widget_mit-pf-research widget_mit_pf_research panel-last-child\" data-index=\"3\" ><h2 class=\"widget-title\">PhD Dissertation<\/h2><div class=\"textwidget\"><ul>\n<li>\"<a href=\"https:\/\/ecommons.cornell.edu\/bitstream\/handle\/1813\/67768\/Lykouris_cornellgrad_0058F_11707.pdf?sequence=1&amp;isAllowed=y\" target=\"_blank\" rel=\"noopener\">Effective Online Decision-making in Complex Multi-agent Systems<\/a>.\"<br \/>\nThodoris Lykouris.<br \/>\nPhD diss., Cornell University, 2019.<br \/>\n<strong>Finalist for the George B. Dantzig Dissertation Award (2020).<\/strong><\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Journal Articles &#8220;Efficient Decentralized Multi-agent Learning in Asymmetric Bipartite Queueing Systems.&#8221; with Daniel Freund and Wentao Weng. Operations Research. Vol. 72, No. 3 (2024): 1049-1070. Conference version: 35th Annual Conference on Learning Theory (COLT 2022). Journal version Video of a 60-minute talk that Daniel gave in the SNAPP seminar series in April 2023. Finalist in [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template-two-column.php","meta":{"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"footnotes":""},"class_list":["post-8","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.0 (Yoast SEO v25.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>MIT Sloan: Thodoris Lykouris | Publications<\/title>\n<meta name=\"description\" content=\"Lykouris&#039; research spans across the areas of machine learning, optimization, stochastic models, and revenue management.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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