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For scalable structured optimization, we have pushed the boundaries of running time and solution quality by (i) bridging discrete and continuous optimization, (ii) developing novel approximation methods, often…
This theme considers problems where there are multiple objectives we care about – these might come from various stakeholder preferences, notions of fairness, statistical metrics in machine learning…
To tackle noise and uncertainty in observed data, we develop new models to capture variability in data due to various socio-economic reasons and analyze these to understand the…
05/2025: Our paper on “Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning” is accepted to ICML 2025! 04/2025: My NSF CAREER proposal has been terminated. It…
Available upon request.
Instructor: Swati GuptaOffice: Groseclose Building 437Contact: swatig@gatech.eduLecture: M,W 3:30PM – 4:45PM, Groseclose 402 Office Hours: Tuesday 2:00 – 3:00PM or by appointment. Course Description: We will study the theoretical…
Board Games at Swati’s Place, with Thomas, Jai, Eric, Swati. December 2024 Dinner at Helmand with our alum Hassan, and friends from GT Jai, Madeleine. October 2024 Lunch…
Spring 2022. Instructor: Dr. Swati Gupta,Assistant Professor and Fouts Family Early Career Professor,School of Industrial and Systems Engineering,Affiliations: Center for Machine Learning, ACO Program, Algorithms and Randomness Center, Physical…
“If I have seen further, it is by standing on the shoulders of giants.“– Isaac Newton My research philosophy is to work on problems that not only advance…
Spring 2021 Instructor: Dr. Swati Gupta,Assistant Professor and Fouts Family Early Career Professor,School of Industrial and Systems Engineering,Affiliations: Center for Machine Learning, ACO Program, Algorithms and Randomness Center, Physical…
Georgia Tech – Fall 2020 Tuesday, Thursday 3:30 pm – 4:45 pm, Remote Synchronous Teaching This is a TENTATIVE SYLLABUS, subject to change, as the pandemic situation develops…
Semester: Spring 2020Instructor: Swati GuptaOffice: Groseclose Building 437Contact: swatig@gatech.eduLecture: Tu, Th 4:30-5:45 PM, ISyE Main 126Office Hours: By appointment Description: We will study classical as well as recent…
Fall 2019, Course Website: canvas.gatech.edu Tuesday, Thursday 3:00 – 4:15 pm, Love (MRDC II) 185 Instructor: Prof. Swati Gupta, Office: Groseclose 437, Email: swatig@gatech.eduOffice hours: Wednesdays 4:00 to 5:00 pm…
Please feel free to email Dr. Gupta if you do not find the code you are looking for. Optimization and Learning Combinatorial Instances for Quantum Benchmarking (CI-QuBe) Walking…
Instructor: Swati GuptaOffice: Groseclose Building 437Contact: swatig@gatech.eduLecture: Tu, Th 3:00-4:15 PM, ISyE Main 126Office Hours: Tu 4:15-5:15 PM. Description: We will study classical as well as recent results…
Course Website: canvas.gatech.edu Description: At the heart of most machine learning applications today – like advertisement placement, movie recommendation, and node prediction in evolving networks – is an…
I believe that foundational understanding of optimization and the nuanced challenges of reliable, robust and trustworthy AI are crucial to preparing the next generation of leaders and scientists….
I’m a fifth year graduate student at the Operations Research Center (ORC) and Laboratory of Information and Decision Systems (LIDS), MIT. I am delighted to have Michel Goemans and…