derivative-free optimization

An Accelerated DFO Algorithm for Finite-sum Convex Functions ICML 2020 A Stochastic Derivative-Free Optimization Method with Importance Sampling: Theory and Learning to Control AAAI 2020 A Stochastic Derivative Free Optimization Method with Momentum ICLR 2020 Black Box Submodular Maximization: Discrete and Continuous Settings AISTATS 2020 Derivative-Free Methods for Policy Optimization: Guarantees for Linear Quadratic Systems JMLR 2020 Derivative-Free & Order-Robust Optimisation AISTATS 2020 Exploiting Higher Order Smoothness in Derivative-free Optimization and Continuous Bandits NeurIPS 2020 Finding Intelligible Consonant-Vowel Sounds Using High-Quality Articulatory Synthesis Interspeech 2020 Learning to Guide Random Search ICLR 2020 Learning to Optimize Computational Resources: Frugal Training with Generalization Guarantees AAAI 2020 Derivative-Free Methods for Policy Optimization: Guarantees for Linear Quadratic Systems AISTATS 2019 Efficiently avoiding saddle points with zero order methods: No gradients required NeurIPS 2019 Identifying vulnerabilities in trust and reputation systems IJCAI 2019 Multi-Fidelity Automatic Hyper-Parameter Tuning via Transfer Series Expansion AAAI 2019 Provably Robust Blackbox Optimization for Reinforcement Learning CoRL 2019 Randomized Adversarial Imitation Learning for Autonomous Driving IJCAI 2019 Derivative Free Optimization Via Repeated Classification AISTATS 2018 Experienced Optimization with Reusable Directional Model for Hyper-Parameter Search IJCAI 2018 Faster Derivative-Free Stochastic Algorithm for Shared Memory Machines ICML 2018 Optimization based Layer-wise Magnitude-based Pruning for DNN Compression IJCAI 2018 Structured Evolution with Compact Architectures for Scalable Policy Optimization ICML 2018 Practical Bayesian Optimization for Model Fitting with Bayesian Adaptive Direct Search NeurIPS 2017 CMA-ES with Optimal Covariance Update and Storage Complexity NeurIPS 2016 On the Complexity of Bandit and Derivative-Free Stochastic Convex Optimization COLT 2013 Finite Sample Convergence Rates of Zero-Order Stochastic Optimization Methods NeurIPS 2012