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19932026
most citedNoise Dressing of Financial Correlation Matrices

1.3k citations · 18.6k across the 289 of their papers we have counts for

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math.ST2026

Spectra of high-dimensional Spearman correlation matrices under scale-mixture dependence

Jean-Philippe Bouchaud, Pierre Bousseyroux, Tomas Espana +1

We study the asymptotic spectral properties of high-dimensional Spearman correlation matrices for scale-mixture data. We consider observations of the form $x_t=σ_t ξ_t \in \mathbb{…

econ.TH2026

Non-Equilibrium Economics: A Physicist's Point of View

Jean-Philippe Bouchaud

Financial and economic history is strewn with bubbles and crashes, booms and busts, crises and upheavals of all sorts. Understanding the origin of these events is arguably one of t…

q-fin.TR2026

Is Trend Still Your Friend?: A Microstructural Account of the Demise of Short-Term Trend-Following

Jutta G. Kurth, Zoltan Eisler, Adam Rej +1

Systematic trend following has, on average, been profitable for at least two centuries; yet since approximately 2009, short-term trends have ceased to deliver reliable returns. Usi…

econ.GN2026

Do Venture Capitalists Beat Random Allocation?

Max Sina Knicker, Jean-Philippe Bouchaud, Michael Benzaquen

Venture capital outcomes are dominated by a small number of extreme successes, making it difficult to distinguish investor skill from favorable realizations in a highly skewed retu…

stat.ML2026

Random Matrix Theory of Early-Stopped Gradient Flow: A Transient BBP Scenario

Florentin Coeurdoux, Grégoire Ferré, Jean-Philippe Bouchaud

Empirical studies of trained models often report a transient regime in which signal is detectable in a finite gradient descent time window before overfitting dominates. We provide…

cond-mat.stat-mech2026

Mandelbrot, Financial Markets and the Origins of "Econophysics"

Jean-Philippe Bouchaud

This text revisits the origins of econophysics through the figure of Benoît Mandelbrot, not as the father of fractals, but as the instigator of a distinctive scientific posture. Th…