lyapunov

Tag

Cards List
#lyapunov

Learning When to Act: Communication-Efficient Reinforcement Learning via Run-Time Assurance

arXiv cs.LG · 2026-05-14 Cached

This paper presents a framework (CARE) that jointly learns control inputs and communication-efficient timing decisions under a pointwise Lyapunov safety shield, achieving higher inter-sample intervals than classical methods on inverted pendulum, cart-pole, and planar quadrotor systems.

0 favorites 0 likes
#lyapunov

I Found a Hidden Ratio in Transformers That Predicts Geometric Stability [R]

Reddit r/MachineLearning · 2026-05-12

The article presents a discovered spectral ratio between MLP and attention norms that predicts geometric stability in transformer models, with an optimal range of 0.5–2 to prevent rank collapse.

0 favorites 0 likes
← Back to home

Submit Feedback