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#automatic-differentiation

@RitOnchain: Jane Street pays $750K/year for quants who master matrix calculations holistically that can be used to get alpha from s…

X AI KOLs Timeline · 3d ago

A free 57-minute resource by MIT's Applied Math team covers matrix calculations and automatic differentiation for quants and optimization, highlighting Jane Street's high compensation for such skills.

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#automatic-differentiation

Archimedean Copula Inference via Taylor-Mode AD

arXiv cs.LG · 2026-05-25 Cached

This paper presents acopula, a JAX-native framework for nested Archimedean copula inference that handles arbitrary censoring, nesting trees, and exact parameter gradients using Taylor-mode automatic differentiation, achieving significant speedups over existing methods.

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#automatic-differentiation

Differentiable Parameter Optimization for DAEs with State-Dependent Events

arXiv cs.LG · 2026-05-08 Cached

This paper presents methods for differentiable parameter optimization of differential-algebraic equations (DAEs) with state-dependent events, comparing automatic differentiation through simulation with explicit discrete-adjoint methods.

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