ODE

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Scoured 69 posts in 6.4 ms

Theory of learning of high-dimensional controlled non-linear dynamical systems (I): models and methods

 ⛰️Gradient Descent  Content type: Academic
arxiv.org·

BenchEvolver: Frontier Task Synthesis via Solution-Centric Evolution

 🎲Stochastic differential equation

Physics-informed neural networks with caputo-fabrizio derivatives for nonlinear fractal-fractional delay equations and chaotic systems

 ⛰️Gradient Descent  Content type: Academic
nature.com·

A multiscale, Bayesian inference approach to augment mechanistic models of cell signaling with machine-learning predictions of binding affinity

 🎲Stochastic differential equation
journals.plos.org·

Minimal essential requirements for neural tube self-organisation

 🧬Gene Expression  Content type: Academic
biorxiv.org·

COGENT: Continuous Graph Emulators with Neural Ordinary Differential Equations for Long-Term Physical Forecasting

 🎲Stochastic differential equation  Content type: Academic
arxiv.org·

Analysis of Metastable States in the Transformer Activation Space

 🗺️UMAP
lesswrong.com·

Multiscale learning of gene network-driven phenotypic dynamics of single cells

 🔬Single-cell RNA-Seq  Content type: Academic
link.springer.com·

Social intelligence Arises Between Minds

 🔢Embeddings
psychologytoday.com·

Control-Theoretic View of Neural ODEs: Empirical Controllability and Observability

 🎲Stochastic differential equation  Content type: Academic
arxiv.org·

SAT-Physical Thermodynamic Framework: treating constraints as a thermal system

 📐Computational Geometry  Content type: Code
github.com··Hacker News

Evolution of phenocopying in a dynamical model of developmental trajectories

 🔥ComplexHeatmap
journals.plos.org·

Machine Learning Methods for Studying Latent Neural Activity Dynamics

 🎲Stochastic differential equation  Content type: Academic
arxiv.org·

Stable and Scalable Probabilistic Numerical Solvers for Stiff and High-Dimensional ODEs

 🎲Stochastic differential equation  Content type: Academic
arxiv.org·
Less-relevant results

Model Routing Will Control the Future of Economic Value

 🗺️Network Visualization

It\^o maps for any-step SDEs

 🎲Stochastic differential equation  Content type: Academic
arxiv.org·

LFNO: Bridging Laplace and Fourier via Transient-Steady Decomposition

 ⛰️Gradient Descent  Content type: Academic
arxiv.org·

A Dataset of Benchmark Boolean Models for Gene Regulatory Networks

 🗺️Network Visualization  Content type: Academic
nature.com·

Mitigating the Contractivity Trap in Diffusion ODEs via Stein Stabilization

 🎲Stochastic differential equation  Content type: Academic
arxiv.org·

Wasserstein Geometry of Information Loss in Nonlinear Dynamical Systems

 🗺️Manifold Learning  Content type: Academic
arxiv.org·

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