Towards Hyperparameter-Agnostic DNN Training via Dynamical System Insights.
Carmel FisckoAayushya AgarwalYihan RuanSoummya KarLarry T. PileggiBruno SinopoliPublished in: CoRR (2023)
Keyphrases
- dynamical systems
- training process
- dynamical behavior
- differential equations
- nonlinear dynamical systems
- phase space
- linear systems
- dynamic systems
- state space
- agent environment
- gaussian processes
- partially observable markov decision processes
- nonlinear dynamics
- connectionist networks
- gaussian process
- discrete event
- differential evolution
- cellular automata
- supervised learning
- dynamic programming
- past observations
- immune network