activity
20142026
most citedConditional Time Series Forecasting with Convolutional Neural Networks

375 citations · 608 across the 47 of their papers we have counts for

collaborators

52 papers

q-fin.CP2026

RIDGE: An Autonomous Framework for Validation and Method Discovery in LLM-Generated Option Pricing

Liexin Cheng, Xue Cheng, Shuaiqiang Liu +1

Automated code generation is becoming an important tool in quantitative finance, where large language models can generate option pricing implementations directly from mathematical…

q-fin.CP2026

An Analytic COS Method for Compound Option Valuation

Zhipeng Huang, Cornelis W. Oosterlee

We develop an analytic Fourier cosine (COS) method for the valuation of compound options. By deriving closed-form expressions for the cosine coefficients at all compound stages, th…

math.NA2026

A Damped SWIFT Method for European Option Pricing: Coefficients Decay, Truncation, and Error Analysis

Davide Trevisani, José Germán López Salas, Chiheb Ben Hammouda +1

We introduce a damped variant of the Shannon Wavelet Inverse Fourier Technique (SWIFT) for pricing European options when the characteristic function of the underlying model is avai…

q-fin.CP2026

The Compound BSDE Method: A Fully Forward Method for Option Pricing and Optimal Stopping Problems in Finance

Zhipeng Huang, Cornelis W. Oosterlee

We propose the Compound BSDE method, a fully forward, deep-learning-based approach for solving a broad class of problems in financial mathematics, including optimal stopping. The m…

cs.LG2025

SigMA: Path Signatures and Multi-head Attention for Learning Parameters in fBm-driven SDEs

Xianglin Wu, Chiheb Ben Hammouda, Cornelis W. Oosterlee

Stochastic differential equations (SDEs) driven by fractional Brownian motion (fBm) are increasingly used to model systems with rough dynamics and long-range dependence, such as th…

math.NA2025

Convergence of Markovian Iteration for -Coupled FBSDEs via Gaussian Smoothing

Zhipeng Huang, Cornelis W. Oosterlee

In this paper, we investigate the Markovian iteration method for coupled forward-backward stochastic differential equations (FBSDEs) with drift and deterministic…