OptiMind: Teaching LLMs to Think Like Optimization Experts
Zeyi Chen, Xinzhi Zhang, Humishka Zope, Hugo Barbalho, Konstantina Mellou, Marco Molinaro, Janardhan (Jana) Kulkarni, Ishai Menache, Sirui Li
September 2025
Konstantina Mellou
Principal Researcher
论文与出版物
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Large Language Models for Supply Chain Decisions
David Simchi-Levi , Konstantina Mellou, Ishai Menache, Jeevan Pathuri
July 2025
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The Power of Migrations in Dynamic Bin Packing
Konstantina Mellou, Marco Molinaro, Rudy Zhou
ACM SIGMETRICS | June 2025
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Online Scheduling for LLM Inference with KV Cache Constraints
Patrick Jaillet, Jiashuo Jiang, Konstantina Mellou, Marco Molinaro, Chara Podimata, Zijie Zhou
May 2025
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Efficient Cloud Server Deployment Under Demand Uncertainty
Rui Peng Liu, Konstantina Mellou, Xiao-Yue Gong, Beibin Li, Thomas Coffee, Jeevan Pathuri, David Simchi-Levi, Ishai Menache
Manufacturing & Service Operations Management | February 2025, 第 27 卷(2)
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Online Rack Placement in Large-Scale Data Centers
Saumil Baxi, Kayla Cummings, Alexandre Jacquillat, Sean Lo, Rob McDonald, Konstantina Mellou, Ishai Menache, Marco Molinaro
January 2025
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Kerveros: Efficient and Scalable Cloud Admission Control
Sultan Mahmud Sajal, Luke Marshall, Beibin Li, Shandan Zhou, Abhisek Pan, Konstantina Mellou, Deepak Narayanan, Timothy Zhu, Thomas Moscibroda, David Dion, Ishai Menache
OSDI | July 2023
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Large Language Models for Supply Chain Optimization
Beibin Li, Konstantina Mellou, Bo Zhang, Jeevan Pathuri, Ishai Menache
July 2023
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Online Demand Scheduling with Failovers
Konstantina Mellou, Marco Molinaro, Rudy Zhou
ICALP | July 2023
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Online Virtual Machine Allocation with Lifetime and Load Predictions
Niv Buchbinder, Yaron Fairstein, Konstantina Mellou, Ishai Menache, Joseph (Seffi) Naor
ACM SIGMETRICS | June 2021
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Optimizing Onsite Food Services at Scale
Konstantina Mellou, Luke Marshall, Krishna Chintalapudi, Patrick Jaillet, Ishai Menache
ACM SIGSPATIAL 2020 | November 2020
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OptiMind: Teaching LLMs to Think Like Optimization Experts
Zeyi Chen, Xinzhi Zhang, Humishka Zope, Hugo Barbalho, Konstantina Mellou, Marco Molinaro, Janardhan (Jana) Kulkarni, Ishai Menache, Sirui Li
September 2025
-
Large Language Models for Supply Chain Decisions
David Simchi-Levi , Konstantina Mellou, Ishai Menache, Jeevan Pathuri
July 2025
-
Online Scheduling for LLM Inference with KV Cache Constraints
Patrick Jaillet, Jiashuo Jiang, Konstantina Mellou, Marco Molinaro, Chara Podimata, Zijie Zhou
May 2025
-
Large Language Models for Supply Chain Optimization
Beibin Li, Konstantina Mellou, Bo Zhang, Jeevan Pathuri, Ishai Menache
July 2023
-
-
-
OptiMind: Teaching LLMs to Think Like Optimization Experts
Zeyi Chen, Xinzhi Zhang, Humishka Zope, Hugo Barbalho, Konstantina Mellou, Marco Molinaro, Janardhan (Jana) Kulkarni, Ishai Menache, Sirui Li
September 2025
-
Efficient Cloud Server Deployment Under Demand Uncertainty
Rui Peng Liu, Konstantina Mellou, Xiao-Yue Gong, Beibin Li, Thomas Coffee, Jeevan Pathuri, David Simchi-Levi, Ishai Menache
Manufacturing & Service Operations Management | February 2025, 第 27 卷(2)
-
Online Rack Placement in Large-Scale Data Centers
Saumil Baxi, Kayla Cummings, Alexandre Jacquillat, Sean Lo, Rob McDonald, Konstantina Mellou, Ishai Menache, Marco Molinaro
January 2025
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-
-
The Power of Migrations in Dynamic Bin Packing
Konstantina Mellou, Marco Molinaro, Rudy Zhou
ACM SIGMETRICS | June 2025
-
Online Scheduling for LLM Inference with KV Cache Constraints
Patrick Jaillet, Jiashuo Jiang, Konstantina Mellou, Marco Molinaro, Chara Podimata, Zijie Zhou
May 2025
-
Efficient Cloud Server Deployment Under Demand Uncertainty
Rui Peng Liu, Konstantina Mellou, Xiao-Yue Gong, Beibin Li, Thomas Coffee, Jeevan Pathuri, David Simchi-Levi, Ishai Menache
Manufacturing & Service Operations Management | February 2025, 第 27 卷(2)
-
Online Rack Placement in Large-Scale Data Centers
Saumil Baxi, Kayla Cummings, Alexandre Jacquillat, Sean Lo, Rob McDonald, Konstantina Mellou, Ishai Menache, Marco Molinaro
January 2025
-
Online Demand Scheduling with Failovers
Konstantina Mellou, Marco Molinaro, Rudy Zhou
ICALP | July 2023
-
Online Virtual Machine Allocation with Lifetime and Load Predictions
Niv Buchbinder, Yaron Fairstein, Konstantina Mellou, Ishai Menache, Joseph (Seffi) Naor
ACM SIGMETRICS | June 2021
-
Optimizing Onsite Food Services at Scale
Konstantina Mellou, Luke Marshall, Krishna Chintalapudi, Patrick Jaillet, Ishai Menache
ACM SIGSPATIAL 2020 | November 2020
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-
-
Kerveros: Efficient and Scalable Cloud Admission Control
Sultan Mahmud Sajal, Luke Marshall, Beibin Li, Shandan Zhou, Abhisek Pan, Konstantina Mellou, Deepak Narayanan, Timothy Zhu, Thomas Moscibroda, David Dion, Ishai Menache
OSDI | July 2023
-
-
-
OptiMind: Teaching LLMs to Think Like Optimization Experts
Zeyi Chen, Xinzhi Zhang, Humishka Zope, Hugo Barbalho, Konstantina Mellou, Marco Molinaro, Janardhan (Jana) Kulkarni, Ishai Menache, Sirui Li
September 2025
-
Large Language Models for Supply Chain Decisions
David Simchi-Levi , Konstantina Mellou, Ishai Menache, Jeevan Pathuri
July 2025
-
Online Scheduling for LLM Inference with KV Cache Constraints
Patrick Jaillet, Jiashuo Jiang, Konstantina Mellou, Marco Molinaro, Chara Podimata, Zijie Zhou
May 2025
-
Online Rack Placement in Large-Scale Data Centers
Saumil Baxi, Kayla Cummings, Alexandre Jacquillat, Sean Lo, Rob McDonald, Konstantina Mellou, Ishai Menache, Marco Molinaro
January 2025
-
Large Language Models for Supply Chain Optimization
Beibin Li, Konstantina Mellou, Bo Zhang, Jeevan Pathuri, Ishai Menache
July 2023
-
-
-
The Power of Migrations in Dynamic Bin Packing
Konstantina Mellou, Marco Molinaro, Rudy Zhou
ACM SIGMETRICS | June 2025
-
Kerveros: Efficient and Scalable Cloud Admission Control
Sultan Mahmud Sajal, Luke Marshall, Beibin Li, Shandan Zhou, Abhisek Pan, Konstantina Mellou, Deepak Narayanan, Timothy Zhu, Thomas Moscibroda, David Dion, Ishai Menache
OSDI | July 2023
-
Online Demand Scheduling with Failovers
Konstantina Mellou, Marco Molinaro, Rudy Zhou
ICALP | July 2023
-
Online Virtual Machine Allocation with Lifetime and Load Predictions
Niv Buchbinder, Yaron Fairstein, Konstantina Mellou, Ishai Menache, Joseph (Seffi) Naor
ACM SIGMETRICS | June 2021
-
Optimizing Onsite Food Services at Scale
Konstantina Mellou, Luke Marshall, Krishna Chintalapudi, Patrick Jaillet, Ishai Menache
ACM SIGSPATIAL 2020 | November 2020
-
-
-
Efficient Cloud Server Deployment Under Demand Uncertainty
Rui Peng Liu, Konstantina Mellou, Xiao-Yue Gong, Beibin Li, Thomas Coffee, Jeevan Pathuri, David Simchi-Levi, Ishai Menache
Manufacturing & Service Operations Management | February 2025, 第 27 卷(2)
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