conftrace_

rough path theory

6 papers

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Co-occurring keywords

stochastic differential equation (181) time series (435) signature kernel (8) gradient-based training (7) neural differential equation (36) selective mechanism (6) adjoint method (11) continuous-time model (20) gating mechanism (45) mean field game (17)

Papers

Exact Gradients for Stochastic Spiking Neural Networks Driven by Rough Signals NIPS 2024

High Rank Path Development: an approach to learning the filtration of stochastic processes NIPS 2024

Theoretical Foundations of Deep Selective State-Space Models NIPS 2024

Signatured Deep Fictitious Play for Mean Field Games with Common Noise ICML 2021

Neural Rough Differential Equations for Long Time Series ICML 2021

Stochastic continuous normalizing flows: training SDEs as ODEs UAI 2021