conftrace_

derivative-free optimization

44 papers

Explore in graph

Also known as

DFO

Co-occurring keywords

stochastic optimization (1060) large language model (13587) sample complexity (1169) policy optimization (657) few-shot learning (3398) zero-order optimization (25) prompt tuning (391) hyperparameter optimization (406) convergence rate (607) zeroth-order optimization (102)

Papers

An Accelerated DFO Algorithm for Finite-sum Convex Functions ICML 2020
Learning to Optimize Computational Resources: Frugal Training with Generalization Guarantees AAAI 2020
A Stochastic Derivative-Free Optimization Method with Importance Sampling: Theory and Learning to Control AAAI 2020
Derivative-Free & Order-Robust Optimisation AISTATS 2020
Derivative-Free Methods for Policy Optimization: Guarantees for Linear Quadratic Systems AISTATS 2019
Identifying vulnerabilities in trust and reputation systems IJCAI 2019
Randomized Adversarial Imitation Learning for Autonomous Driving IJCAI 2019
Provably Robust Blackbox Optimization for Reinforcement Learning CORL 2019
Multi-Fidelity Automatic Hyper-Parameter Tuning via Transfer Series Expansion AAAI 2019
Efficiently avoiding saddle points with zero order methods: No gradients required NIPS 2019
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
Experienced Optimization with Reusable Directional Model for Hyper-Parameter Search IJCAI 2018
Practical Bayesian Optimization for Model Fitting with Bayesian Adaptive Direct Search NIPS 2017
CMA-ES with Optimal Covariance Update and Storage Complexity NIPS 2016
On the Complexity of Bandit and Derivative-Free Stochastic Convex Optimization COLT 2013
Finite Sample Convergence Rates of Zero-Order Stochastic Optimization Methods NIPS 2012
Query Complexity of Derivative-Free Optimization NIPS 2012