RESEARCHED WITH AUTUMN
GMGagik Magakyan
PhD student at MIT; BA Mathematics, University of Cambridge; IMO medalist (2x Silver, 1x Bronze)
Citadel Securities ·
Cambridge, Massachusetts, United States · academic
LocationCambridge, Massachusetts, United States
Company sitecitadelsecurities.com
UniversityMassachusetts Institute of Technology
PythonPyTorchPyTorch GeometricC++AlgorithmsGraph Neural NetworksReinforcement LearningOptimization
- Quant employment verification: CONFIRMED. Gagik Magakyan is listed as a current 'Quantitative Research Intern' at Citadel Securities (Miami, FL, start 2026) on his LinkedIn, corroborated by a The Org department listing placing 'Gagik Magakyan, Quantitative Research Intern' within Citadel Securities' Quantitative Research team. Citadel Securities is a quantitative market maker. This is an actual internship role, not a competition, camp, or insight day. The Org listing is index-only and does NOT independently confirm; the LinkedIn profile (self-authored) is the primary evidence.Sep 2026
- Employer classification: Citadel Securities is a quantitative market maker, not a generic firm — its own site states it 'provide[s] liquidity' and trades '$800B+ notional a day across 50+ equity and fixed income markets', and was named Risk Awards 'Flow Market Maker of the Year' 8 times (2017-2026). This is a genuine quantitative-finance / market-making employer.Aug 2026
- Career trajectory is ML/AI research-led up to 2025 (RoboK ML engineer 2020, Cambridge GNN research 2021, Google X AI residency 2022-2023, Microsoft AI intern 2025) before the 2026 Citadel Securities quant research internship — his first publicly shown quantitative-finance role follows a purely AI-research background.Sep 2026
- Known as 'Gag' Magakyan; personal resume PDF (helped by filename resume_Gagik - Gag Magakyan) lists [contact omitted] and mobile +16505319587 — public contact details the subject published himself.Feb 2025
- Author on 'General framework for online-to-nonconvex conversion: Schedule-free SGD is also effective for nonconvex optimization' (arXiv:2411.07061) with Kwangjun Ahn and Ashok Cutkosky — optimization research from his MIT period.Nov 2024
- Co-founded Kapan Math Club (2020) with Garik Avetisyan, Vahe Karagulyan and Lyov Panosyan to prepare students in Armenia for math olympiads; the club lists him among its co-founders and he posted about expanding 'Olympiad Math Clubs in Syunik'.Jul 2024
- Co-founder of Kapan Math Club: prepares underprivileged students in Armenia for math olympiads; grew from 50 to ~300 students with remote and in-person classes.Jun 2024
- IMO record from the official IMO site: Silver (2019, UK, rank 65, 28 pts), Bronze (2018, Romania, rank 157, 23 pts), and 2017 (Brazil). Resume self-reports Silver 2017, Silver 2019, Bronze 2018 — matches official medals.Jul 2019
- Co-author on 'Collaborative and Efficient Fine-tuning: Leveraging Task Similarity' (ICML 2026 poster), presenting at the ICML 2026 poster session per his X post.Jul 2026
- Also an International Olympiad in Informatics competitor (IOI 2018 Japan, IOI 2019 Iran, participant) per resume; IOI stats page exists with Codeforces handle gag2001.Aug 2019
Experience
Quantitative Research Intern at Citadel Securities
Jun 2026 - Present
Miami, FL
AI Intern at Microsoft
Jan 2025 - Jan 2025
Cambridge, MA
Research on optimization in pretraining LLMs (arXiv 2504.05295)
AI Resident at X, the moonshot factory
Jun 2022 - May 2023
Mountain View, CA
GNNs for molecular property prediction and RL for supply chains
Research Intern at University of Cambridge
Jul 2021 - Sep 2021
Efficient training/inference of message passing for GNNs; supervisors Michael Bronstein and Pietro Lio
Machine Learning Engineer (Intern) at RoboK Limited
Jun 2020 - Sep 2020
Cambridgeshire, UK
Hybrid CNNs for depth estimation and semantic segmentation
Education
Massachusetts Institute of Technology
Sep 2023 - Present
PhD, Operations Research
University of Cambridge, Trinity College
Oct 2019 - Jun 2022
BA, Mathematics
Specialised School in Physics and Mathematics, Armenia
Sep 2014 - Jun 2019
AchievementsIMO 2019 Silver medal (Armenia) · IMO 2018 Bronze medal (Armenia) · IMO 2017 Silver medal (Armenia) · Trinity College full scholarship for BA (2019-2022) · International Zhautikov Olympiad Gold 2019 & 2018, Silver 2017
AwardsIMO 2019 Silver medal, Armenia (rank 65, 28 pts) · IMO 2018 Bronze medal, Armenia (rank 157, 23 pts) · IMO 2017 medal, Armenia · Trinity College full scholarship for BA (2019-2022) · International Zhautikov Olympiad Gold (2018, 2019), Silver (2017)
Profiles
Competition record
Armenia · IMO