Neural signature kernels as infinite-width-depth-limits of controlled ResNets

30 March 2023

Papers citing "Neural signature kernels as infinite-width-depth-limits of controlled ResNets"

15 / 15 papers shown

Title
ParallelFlow: Parallelizing Linear Transformers via Flow Discretization Nicola Muca Cirone C. Salvi 52 1 0 01 Apr 2025
Variance Norms for Kernelized Anomaly Detection Thomas Cass Lukas Gonon Nikita Zozoulenko 32 0 0 16 Jul 2024
Universal randomised signatures for generative time series modelling Francesca Biagini Lukas Gonon Niklas Walter 42 4 0 14 Jun 2024
Infinite Limits of Multi-head Transformer Dynamics Blake Bordelon Hamza Tahir Chaudhry C. Pehlevan AI4CE 47 9 0 24 May 2024
Exact Gradients for Stochastic Spiking Neural Networks Driven by Rough Signals Christian Holberg C. Salvi 28 1 0 22 May 2024
A High Order Solver for Signature Kernels M. Lemercier Terry Lyons 25 3 0 01 Apr 2024
Theoretical Foundations of Deep Selective State-Space Models Nicola Muca Cirone Antonio Orvieto Benjamin Walker C. Salvi Terry Lyons Mamba 59 25 0 29 Feb 2024
Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes Georg Manten Cecilia Casolo E. Ferrucci Søren Wengel Mogensen C. Salvi Niki Kilbertus CML BDL 44 8 0 28 Feb 2024
Dynamical Survival Analysis with Controlled Latent States Linus Bleistein Van-Tuan Nguyen Adeline Fermanian Agathe Guilloux 31 1 0 30 Jan 2024
Differential Equation Scaling Limits of Shaped and Unshaped Neural Networks Mufan Bill Li Mihai Nica 22 2 0 18 Oct 2023
Commutative Width and Depth Scaling in Deep Neural Networks Soufiane Hayou 41 2 0 02 Oct 2023
Depthwise Hyperparameter Transfer in Residual Networks: Dynamics and Scaling Limit Blake Bordelon Lorenzo Noci Mufan Bill Li Boris Hanin C. Pehlevan 27 23 0 28 Sep 2023
On the Generalization and Approximation Capacities of Neural Controlled Differential Equations Linus Bleistein Agathe Guilloux 40 1 0 26 May 2023
Non-adversarial training of Neural SDEs with signature kernel scores Zacharia Issa Blanka Horvath M. Lemercier C. Salvi AI4TS 37 24 0 25 May 2023
The Signature Kernel Darrick Lee Harald Oberhauser 27 10 0 08 May 2023