Evolutionary Systems
Weight Agnostic Neural Networks
Neural Information Processing Systems http://nips.cc/
An Optimal Structured Zeroth-order Algorithm for Non-smooth Optimization
However, only the smooth setting was considered. To close this gap, we introduce and analyze O-ZD, the first structured finite-difference algorithm for non-smooth black-box optimization.
Improving Exploration in Evolution Strategies for Deep Reinforcement Learning via a Population of Novelty-Seeking Agents
Edoardo Conti, Vashisht Madhavan, Felipe Petroski Such, Joel Lehman, Kenneth Stanley, Jeff Clune
Neural Information Processing Systems http://nips.cc/
Multi-objective Bayesian optimisation with preferences over objectives
Majid Abdolshah, Alistair Shilton, Santu Rana, Sunil Gupta, Svetha Venkatesh
Neural Information Processing Systems http://nips.cc/
Evolutionary Stochastic Gradient Descent for Optimization of Deep Neural Networks
Xiaodong Cui, Wei Zhang, Zoltán Tüske, Michael Picheny
Withaback-offstrategyin the SGD step and an elitist strategy in the evolution step, it guarantees that the best fitness in the population will never degrade.