MATH · IN · MODELS

Pellegrino & Chadwick (2025) Task-Trained Continuous-Time RNNs

Research (Pellegrino & Chadwick, NeurIPS 2025; custom-trained from scratch, arXiv:2512.04310)

Structures found in this family (1)

Torus

By model (2)

Continuous-time rate RNN (contextual evidence-integration task, SDE-trained)
Torus
Continuous-time rate RNN (sequential circular-manifold working-memory task, SDE-trained)
Torus

Observations (1)

Task-trained RNN manifolds warp with sign-changing curvature and eigenvalue collapse

Papers

RNNs Perform Task Computations by Dynamically Warping Neural Representations (2025)