works on

From the 1 of 7 linked papers with an AI index.

activity
20242026
collaborators

7 papers

math.PR2026

Higher-order variation and pathwise Ito calculus on manifolds

Rama Cont

We develop an intrinsic calculus for smooth functions of paths of arbitrarily low regularity on smooth manifolds and define pathwise integrals for exact differential forms along su…

math.PR2026

A pathwise Ito formula for weakly differentiable functions

Anna Ananova, Rama Cont

We prove a version of Föllmer's pathwise Itô formula for weakly differentiable functions of continuous paths with finite quadratic variation along a sequence of partitions. For eac…

math.CA2026

Reflected diffusion, no-flux continuity equations and confined Lagrangian flows in bounded domains

Rama Cont

The paper studies how probability densities of reflected diffusion processes in bounded domains evolve under no‑flux continuity equations and determines conditions under which a re…

math.PR2026

Mimicking diffusion processes with differential equations

Rama Cont

The probability-flow ordinary differential equation (PF-ODE) associated with a diffusion process is widely used in score-based generative modeling as a deterministic sampler that r…

q-fin.RM2025

Tail-GAN: Learning to Simulate Tail Risk Scenarios

Rama Cont, Mihai Cucuringu, Renyuan Xu +1

The estimation of loss distributions for dynamic portfolios requires the simulation of scenarios representing realistic joint dynamics of their components. We propose a novel data-…

q-fin.MF2025

Model-free Analysis of Dynamic Trading Strategies

Anna Ananova, Rama Cont, Renyuan Xu

We introduce a model-free approach for analyzing the risk and return for a broad class of dynamic trading strategies, including pairs trading, mean-reversion trading and other stat…