Results 61 to 70 of about 527,249 (162)
Natural Gradient Deep Q-learning
We present a novel algorithm to train a deep Q-learning agent using natural-gradient techniques. We compare the original deep Q-network (DQN) algorithm to its natural-gradient counterpart, which we refer to as NGDQN, on a collection of classic control domains.
Knight, Ethan, Lerner, Osher
openaire +2 more sources
Optimization of natural frequency of laminated composite rudder
[Objectives] A rudder structure will inevitably vibrate while a ship is at sea. This is why it is necessary to make the first order natural frequency and working frequency of a rudder staggered through reasonable design.[Methods] This paper discusses the
WU Jiatong, SHI Min, REN Chunyu
doaj +1 more source
Natural gradient enables fast sampling in spiking neural networks. [PDF]
Masset P +4 more
europepmc +1 more source
Neural-NGBoost: Natural gradient boosting with neural network base learners
NGBoost has shown promising results in probabilistic and point estimation tasks. However, it is vague still whether this method can be scalable to neural architecture system since its base learner is based on decision trees.
Jamshidjon Ganiev +2 more
doaj +1 more source
Free Vibration Behavior of a Gradient Elastic Beam with Varying Cross Section
Based on strain gradient elasticity theory, a finite element procedure is proposed for computation of natural frequencies for the microbeams of constant width and linear varying depth.
Mustafa Özgür Yayli
doaj +1 more source
An optical flow based left-invariant metric for natural gradient descent in affine image registration. [PDF]
Tward D.
europepmc +1 more source
Transients and Asymptotics of Natural Gradient Learning [PDF]
We analyse natural gradient learning in a two-layer feed-forward neural network using a statistical mechanics framework which is appropriate for large input dimension. We find significant improvement over standard gradient descent in both the transient and asymptotic phases of learning.
Rattray, Magnus, Saad, David
openaire +2 more sources
Natural Gradient Flow in the Mixture Geometry of a Discrete Exponential Family
In this paper, we study Amari’s natural gradient flows of real functions defined on the densities belonging to an exponential family on a finite sample space.
Luigi Malagò, Giovanni Pistone
doaj +1 more source
MA Cation-Induced Diffusional Growth of Low-Bandgap FA-Cs Perovskites Driven by Natural Gradient Annealing. [PDF]
Zhang T +9 more
europepmc +1 more source
The Variational Predictive Natural Gradient
Variational inference transforms posterior inference into parametric optimization thereby enabling the use of latent variable models where otherwise impractical. However, variational inference can be finicky when different variational parameters control variables that are strongly correlated under the model.
Tang, Da, Ranganath, Rajesh
openaire +2 more sources

