Personal profile
Personal profile
Julien Guyon is a professor of Applied Mathematics at École nationale des ponts et chaussées, one of the oldest and one of the most prestigious French Grandes Écoles, where he holds the BNP Paribas Chair Futures of Quantitative Finance, and a visiting associate professor in the Department of Finance and Risk Engineering at the NYU Tandon School of Engineering. He is also an adjunct professor in the Department of Mathematics at Columbia University (New York). Before joining Ecole des Ponts, Julien worked in the financial industry for 16 years, first in the Global Markets Quantitative Research team at Societe Generale in Paris (2006-2012), then as a senior quantitative analyst in the Quantitative Research group at Bloomberg L.P., New York (2012-2022). Julien was also previously an adjunct professor at the Courant Institute of Mathematical Sciences, NYU; at Baruch College, City University of New York; at Université Paris Diderot; and at École nationale des ponts et chaussées.
Julien received the 2025 Quant of the Year award by Risk. He is also a Louis Bachelier Fellow. He serves as an Associate Editor of Finance & Stochastics, SIAM Journal on Financial Mathematics, Quantitative Finance, and Journal of Dynamics and Games.
Julien co-authored the book Nonlinear Option Pricing (Chapman & Hall, 2014) with Pierre Henry-Labordere. He has published more than 25 articles in peer-reviewed journals (including Finance and Stochastics, SIAM Journal on Financial Mathematics, Quantitative Finance, Risk, Journal of Computational Finance, Annals of Applied Probability, Stochastic Processes and their Applications) and is a regular speaker at international conferences, both academic and professional. His main research interests include volatility and correlation modeling, option pricing, optimal transport, and numerical probabilistic methods.
Research interests
Quantitative finance, option pricing, probability theory
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Collaborations and top research areas from the last five years
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3D fabric reconstruction and image processing for clays - New method using SEM-FIB technique and AI
Myouri, I., Bennai, F., Guyon, J. & Hattab, M., 1 Nov 2025, In: Applied Clay Science. 276, 107943.Research output: Contribution to journal › Article › peer-review
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Dispersion-Constrained Martingale Schr\"odinger Bridges: Joint Entropic Calibration of Stochastic Volatility Models to S\&P 500 and VIX Smiles
Guyon, J., 7 Aug 2025, In: SIAM Journal on Financial Mathematics. 16, 3, p. 834-874 41 p.Research output: Contribution to journal › Article › peer-review
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Estimation of Dislocation Densities With Nondestructive Scanning Electron Microscope Techniques: Application to Gallium Nitride
Mandal, A., Beausir, B., Guyon, J., Taupin, V. & Guitton, A., 1 Feb 2025, In: Microscopy and Microanalysis. 31, 1, ozae124.Research output: Contribution to journal › Article › peer-review
Open Access -
PORE NETWORK 3D RECONSTRUCTION FOR CLAYS USING FIB-SEM IMAGES
Bennai, F., Hattab, M., Ding, Y., Jrad, M. & Guyon, J., 1 Jan 2025, In: IOP Conference Series: Earth and Environmental Science. 1480, 1, 012079.Research output: Contribution to journal › Conference article › peer-review
Open Access -
Pricing and calibration in the 4-factor path-dependent volatility model
Gazzani, G. & Guyon, J., 1 Jan 2025, In: Quantitative Finance. 25, 3, p. 471-489 19 p.Research output: Contribution to journal › Article › peer-review
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Dispersion-constrained martingale Schrödinger problems and the exact joint S&P 500/VIX smile calibration puzzle
Guyon, J., 1 Jan 2024, In: Finance and Stochastics. 28, 1, p. 27-79 53 p.Research output: Contribution to journal › Article › peer-review
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Three-dimensional pore network of kaolin using FIB-SEM imaging
Ding, Y., Bennai, F., Jrad, M., Guyon, J. & Hattab, M., 1 Jan 2024, In: Particulate Science and Technology. 42, 5, p. 815-831 17 p.Research output: Contribution to journal › Article › peer-review
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On the origin of grain refinement and twin boundaries in as-fabricated austenitic stainless steels produced by laser powder bed fusion
Monier, L., Buttard, M., Veron, M., Blandin, J. J., Martin, G., Villaret, F., Shen, Y., Yrieix, B., Ernould, C., Guyon, J. & Despres, A., 5 Jan 2023, In: Additive Manufacturing. 61, 103351.Research output: Contribution to journal › Article › peer-review
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Structural, optical and electrical properties of single-phase wurtzite ZnMgAlO thin films deposited by ultrasonic spray pyrolysis
Bose, S., Fadel, C., Ould Saad Hamady, S., Perroud, O., Guyon, J., Weiss, L. & Fressengeas, N., 1 May 2023, In: Micro and Nanostructures. 177, 207543.Research output: Contribution to journal › Article › peer-review
Open Access -
Volatility is (mostly) path-dependent
Guyon, J. & Lekeufack, J., 1 Jan 2023, In: Quantitative Finance. 23, 9, p. 1221-1258 38 p.Research output: Contribution to journal › Article › peer-review