On the Supply of Autonomous Vehicles in Platforms.

Ilan Lobel https://orcid.org/0000-0002-5396-8117

Daniel Freund 0001 Ilan Lobel Jiayu (Kamessi) Zhao On the Supply of Autonomous Vehicles in Platforms. 2026 496-516 28 Manuf. Serv. Oper. Manag. 2 https://doi.org/10.1287/msom.2024.1175 db/journals/msom/msom28.html#FreundLZ26 streams/journals/msom

Omar Besbes Yuri Fonseca Ilan Lobel Contextual Inverse Optimization: Offline and Online Learning. 424-443 2025 73 Oper. Res. 1 https://doi.org/10.1287/opre.2021.0369 db/journals/ior/ior73.html#BesbesFL25 streams/journals/ior

Ilan Lobel Sébastien Martin Detours in Shared Rides. 1716-1736 2025 71 Manag. Sci. 2 https://doi.org/10.1287/mnsc.2020.03125 db/journals/mansci/mansci71.html#LobelM25 streams/journals/mansci

Ido Bright Arthur Delarue Ilan Lobel Reducing Marketplace Interference Bias via Shadow Prices. 7094-7112 2025 71 Manag. Sci. 8 https://doi.org/10.1287/mnsc.2022.01881 db/journals/mansci/mansci71.html#BrightDL25 streams/journals/mansci

Ilan Lobel Ankur Mani Josh Reed Asymptotically Efficient Distributed Experimentation. 1152 2025 EC https://doi.org/10.1145/3736252.3742677 conf/sigecom/2025 db/conf/sigecom/sigecom2025.html#LobelMR25

Ilan Lobel Humberto Moreira Omar Mouchtaki Auction Design using Value Prediction with Hallucinations. 2025 February abs/2502.08792 CoRR https://doi.org/10.48550/arXiv.2502.08792 db/journals/corr/corr2502.html#abs-2502-08792 streams/journals/corr

Zhongjun Zhang Shipra Agrawal 0001 Ilan Lobel Sean R. Sinclair Christina Lee Yu Reinforcement Learning in MDPs with Information-Ordered Policies. 2025 August abs/2508.03904 CoRR https://doi.org/10.48550/arXiv.2508.03904 db/journals/corr/corr2508.html#abs-2508-03904 streams/journals/corr

Yash Kanoria Ilan Lobel Jiaqi Lu 0001 Managing Customer Churn via Service Mode Control. 1192-1222 2024 49 Math. Oper. Res. 2 https://doi.org/10.1287/moor.2021.0179 db/journals/mor/mor49.html#KanoriaLL24

Ilan Lobel Sébastien Martin Haotian Song Frontiers in Operations: Employees vs. Contractors: An Operational Perspective. 1306-1322 2024 26 Manuf. Serv. Oper. Manag. 4 https://doi.org/10.1287/msom.2023.0029 db/journals/msom/msom26.html#LobelMS24 streams/journals/msom

Daniel Freund 0001 Ilan Lobel Jiayu (Kamessi) Zhao On the Supply of Autonomous Vehicles in Platforms. 2 2024 EC https://doi.org/10.1145/3670865.3673461 conf/sigecom/2024 db/conf/sigecom/sigecom2024.html#0001LZ24

Arash Asadpour Ilan Lobel Garrett J. van Ryzin Minimum Earnings Regulation and the Stability of Marketplaces. 254-265 2023 January 25 Manuf. Serv. Oper. Manag. 1 https://doi.org/10.1287/msom.2022.1150 db/journals/msom/msom25.html#AsadpourLR23

Omar Besbes Yuri Fonseca Ilan Lobel Fanyin Zheng Signaling Competition in Two-Sided Markets. 293 2023 EC https://doi.org/10.1145/3580507.3597737 conf/sigecom/2023 db/conf/sigecom/sigecom2023.html#BesbesFLZ23 Ido Bright Arthur Delarue Ilan Lobel Reducing Marketplace Interference Bias Via Shadow Prices. 300 2023 EC https://doi.org/10.1145/3580507.3597738 conf/sigecom/2023 db/conf/sigecom/sigecom2023.html#BrightDL23

Omar Besbes Francisco Castro 0003 Ilan Lobel Spatial Capacity Planning. 1271-1291 2022 70 Oper. Res. 2 https://doi.org/10.1287/opre.2021.2112 db/journals/ior/ior70.html#BesbesCL22

Omar Besbes Francisco Castro 0003 Ilan Lobel Surge Pricing and Its Spatial Supply Response. 1350-1367 2021 67 Manag. Sci. 3 https://doi.org/10.1287/mnsc.2020.3622 db/journals/mansci/mansci67.html#BesbesCL21

Ilan Lobel Revenue Management and the Rise of the Algorithmic Economy. 5389-5398 2021 67 Manag. Sci. 9 https://doi.org/10.1287/mnsc.2020.3712 db/journals/mansci/mansci67.html#Lobel21

Omar Besbes Yuri Fonseca Ilan Lobel Online Learning from Optimal Actions. 586 2021 COLT http://proceedings.mlr.press/v134/besbes21a.html conf/colt/2021 db/conf/colt/colt2021.html#BesbesFL21 Negin Golrezaei Ilan Lobel Renato Paes Leme Auction Design for ROI-Constrained Buyers. 3941-3952 2021 WWW https://doi.org/10.1145/3442381.3449841 conf/www/2021 db/conf/www/www2021.html#GolrezaeiLL21

Omar Besbes Yuri Fonseca Ilan Lobel Contextual Inverse Optimization: Offline and Online Learning. 2021 abs/2106.14015 CoRR https://arxiv.org/abs/2106.14015 db/journals/corr/corr2106.html#abs-2106-14015

Ilan Lobel Technical Note - Dynamic Pricing with Heterogeneous Patience Levels. 1038-1046 2020 68 Oper. Res. 4 https://doi.org/10.1287/opre.2019.1951 db/journals/ior/ior68.html#Lobel20

Maxime C. Cohen Ilan Lobel Renato Paes Leme Feature-Based Dynamic Pricing. 4921-4943 2020 66 Manag. Sci. 11 https://doi.org/10.1287/mnsc.2019.3485 db/journals/mansci/mansci66.html#CohenLL20

Arash Asadpour Ilan Lobel Garrett J. van Ryzin Minimum Earnings Regulation and the Stability of Marketplaces. 293 2020 EC https://doi.org/10.1145/3391403.3399462 conf/sigecom/2020 db/conf/sigecom/sigecom2020.html#AsadpourLR20 Ilan Lobel Renato Paes Leme Dynamic Contracting under Positive Commitment. 2101-2108 2019 AAAI https://doi.org/10.1609/aaai.v33i01.33012101 conf/aaai/2019 db/conf/aaai/aaai2019.html#LobelL19 Omar Besbes Francisco Castro 0003 Ilan Lobel Spatial Capacity Planning. 585 2019 EC https://doi.org/10.1145/3328526.3329614 conf/sigecom/2019 db/conf/sigecom/sigecom2019.html#BesbesCL19

Ilan Lobel Renato Paes Leme Adrian Vladu Multidimensional Binary Search for Contextual Decision-Making. 1346-1361 2018 66 Oper. Res. 5 https://doi.org/10.1287/opre.2018.1722 https://www.wikidata.org/entity/Q129472218 db/journals/ior/ior66.html#LobelLV18

René Caldentey Ying Liu Ilan Lobel Intertemporal Pricing Under Minimax Regret. 104-129 2017 65 Oper. Res. 1 https://doi.org/10.1287/opre.2016.1548 db/journals/ior/ior65.html#CaldenteyLL17

Ilan Lobel Wenqiang Xiao Technical Note - Optimal Long-Term Supply Contracts with Asymmetric Demand Information. 1275-1284 2017 65 Oper. Res. 5 https://doi.org/10.1287/opre.2017.1626 db/journals/ior/ior65.html#LobelX17

Ilan Lobel Evan Sadler Lav R. Varshney Customer Referral Incentives and Social Media. 2017 63 Manag. Sci. 10 https://doi.org/10.1287/mnsc.2016.2476 db/journals/mansci/mansci63.html#LobelSV17 3514-3529

Maxime C. Cohen Ilan Lobel Renato Paes Leme Ellipsoids for contextual dynamic pricing. 40-44 2017 15 SIGecom Exch. 2 https://doi.org/10.1145/3055589.3055595 db/journals/sigecom/sigecom15.html#CohenLL17

Ilan Lobel Renato Paes Leme Adrian Vladu Multidimensional Binary Search for Contextual Decision-Making. 585 2017 EC https://doi.org/10.1145/3033274.3085100 conf/sigecom/2017 db/conf/sigecom/sigecom2017.html#LobelLV17

Ilan Lobel Evan Sadler Preferences, Homophily, and Social Learning. 564-584 2016 64 Oper. Res. 3 https://doi.org/10.1287/opre.2015.1364 db/journals/ior/ior64.html#LobelS16

Ilan Lobel Jigar Patel Gustavo J. Vulcano Jiawei Zhang Optimizing Product Launches in the Presence of Strategic Consumers. 1778-1799 2016 62 Manag. Sci. 6 https://doi.org/10.1287/mnsc.2015.2189 db/journals/mansci/mansci62.html#LobelPVZ16

Maxime C. Cohen Ilan Lobel Renato Paes Leme Feature-based Dynamic Pricing. 817 2016 EC https://doi.org/10.1145/2940716.2940728 conf/sigecom/2016 db/conf/sigecom/sigecom2016.html#CohenLL16

Ilan Lobel Renato Paes Leme Adrian Vladu Multidimensional Binary Search for Contextual Decision-Making. 2016 abs/1611.00829 CoRR http://arxiv.org/abs/1611.00829 db/journals/corr/corr1611.html#LobelLV16

Omar Besbes Ilan Lobel Intertemporal Price Discrimination: Structure and Computation of Optimal Policies. 92-110 2015 61 Manag. Sci. 1 https://doi.org/10.1287/mnsc.2014.2049 db/journals/mansci/mansci61.html#BesbesL15

Ilan Lobel Evan Sadler Lav R. Varshney Customer Referral Incentives and Social Media. 451 2015 EC https://doi.org/10.1145/2764468.2764514 conf/sigecom/2015 db/conf/sigecom/sigecom2015.html#LobelSV15

Christian Borgs Ozan Candogan Jennifer T. Chayes Ilan Lobel Hamid Nazerzadeh Optimal Multiperiod Pricing with Service Guarantees. 1792-1811 2014 60 Manag. Sci. 7 https://doi.org/10.1287/mnsc.2013.1839 db/journals/mansci/mansci60.html#BorgsCCLN14

Sham M. Kakade Ilan Lobel Hamid Nazerzadeh Optimal Dynamic Mechanism Design and the Virtual-Pivot Mechanism. 837-854 2013 61 Oper. Res. 4 https://doi.org/10.1287/opre.2013.1194 db/journals/ior/ior61.html#KakadeLN13

Ilan Lobel Evan Sadler Social learning and aggregate network uncertainty. 677-678 2013 EC https://doi.org/10.1145/2492002.2482546 conf/sigecom/2013 db/conf/sigecom/sigecom2013.html#LobelS13

Ilan Lobel Asuman E. Ozdaglar Diego Feijer Distributed multi-agent optimization with state-dependent communication. 255-284 2011 129 Math. Program. 2 https://doi.org/10.1007/s10107-011-0467-x db/journals/mp/mp129.html#LobelOF11

Sham M. Kakade Ilan Lobel Hamid Nazerzadeh Optimal dynamic mechanism design via a virtual VCG mechanism. 27-30 2011 10 SIGecom Exch. 1 https://doi.org/10.1145/1978721.1978728 db/journals/sigecom/sigecom10.html#KakadeLN11

Ilan Lobel Asuman E. Ozdaglar Distributed Subgradient Methods for Convex Optimization Over Random Networks. 1291-1306 2011 56 IEEE Trans. Autom. Control. 6 https://doi.org/10.1109/TAC.2010.2091295 db/journals/tac/tac56.html#LobelO11

Christian Borgs Ozan Candogan Jennifer T. Chayes Ilan Lobel Hamid Nazerzadeh Optimal Multi-period Pricing with Service Guarantees - Working Paper. 415 2011 WINE https://doi.org/10.1007/978-3-642-25510-6_37 conf/wine/2011 db/conf/wine/wine2011.html#BorgsCCLN11

Sham M. Kakade Ilan Lobel Hamid Nazerzadeh An Optimal Dynamic Mechanism for Multi-Armed Bandit Processes http://arxiv.org/abs/1001.4598 2010 CoRR abs/1001.4598 db/journals/corr/corr1001.html#abs-1001-4598

Ilan Lobel Daron Acemoglu Munther A. Dahleh Asuman E. Ozdaglar Lower bounds on the rate of learning in social networks. 2825-2830 2009 ACC https://doi.org/10.1109/ACC.2009.5160660 conf/amcc/2009 db/conf/amcc/acc2009.html#LobelADO09 Ilan Lobel Asuman E. Ozdaglar Convergence analysis of distributed subgradient methods over random networks. 353-360 2008 Allerton https://doi.org/10.1109/ALLERTON.2008.4797579 conf/allerton/2008 db/conf/allerton/allerton2008.html#LobelO08 Ilan Lobel Daron Acemoglu Munther A. Dahleh Asuman E. Ozdaglar Partial results on social learning with observations from neighbors. 3412-3415 2007 CDC https://doi.org/10.1109/CDC.2007.4434985 conf/cdc/2007 db/conf/cdc/cdc2007.html#LobelADO07 Ilan Lobel Daron Acemoglu Munther A. Dahleh Asuman E. Ozdaglar Preliminary results on social learning with partial observations. 69 2007 VALUETOOLS https://doi.org/10.4108/inter-perf.2007.2074 https://dl.acm.org/citation.cfm?id=1345351 conf/valuetools/2007 db/conf/valuetools/valuetools2007.html#LobelADO07 Daron Acemoglu Shipra Agrawal 0001 Arash Asadpour Omar Besbes Christian Borgs Ido Bright René Caldentey Ozan Candogan Francisco Castro 0003 Jennifer T. Chayes Maxime C. Cohen Munther A. Dahleh Arthur Delarue Diego Feijer Yuri Fonseca Daniel Freund 0001 Negin Golrezaei Sham M. Kakade Yashodhan KanoriaYash Kanoria Renato Paes Leme Ying Liu Jiaqi Lu 0001 Ankur Mani Sébastien Martin Humberto Moreira Omar Mouchtaki Hamid Nazerzadeh Asuman E. Ozdaglar Jigar Patel Josh Reed Garrett J. van Ryzin Evan Sadler Sean R. Sinclair Haotian Song Lav R. Varshney Adrian Vladu Gustavo J. Vulcano Wenqiang Xiao Christina Lee Yu Jiawei Zhang Zhongjun Zhang Jiayu (Kamessi) Zhao Fanyin Zheng