conftrace_

experiment design

24 papers

Explore in graph

Co-occurring keywords

experimental design (89) sample complexity (1169) active learning (1301) multi-armed bandit (1098) regret bound (1926) greedy algorithm (242) contextual bandit (381) causal effect identification (13) a/b testing (24) bayesian optimization (624)

Papers

Optimal Experiment Design for Causal Effect Identification JMLR 2025
Doing Experiments and Revising Rules with Natural Language and Probabilistic Reasoning NIPS 2024
Fast Proxy Experiment Design for Causal Effect Identification NIPS 2024
Federated Experiment Design under Distributed Differential Privacy AISTATS 2024
Active Exploration via Experiment Design in Markov Chains AISTATS 2023
A Unified Experiment Design Approach for Cyclic and Acyclic Causal Models JMLR 2023
Fixed-Budget Best-Arm Identification with Heterogeneous Reward Variances UAI 2023
Reward Learning as Doubly Nonparametric Bandits: Optimal Design and Scaling Laws AISTATS 2023
ABLATOR: Robust Horizontal-Scaling of Machine Learning Ablation Experiments AUTOML 2023
Tractable Optimality in Episodic Latent MABs NIPS 2022
A/B Testing for Recommender Systems in a Two-sided Marketplace NIPS 2021
Design of Experiments for Stochastic Contextual Linear Bandits NIPS 2021
Learning How To Learn NLP: Developing Introductory Concepts Through Scaffolded Discovery NAACL 2021
Task-Optimal Exploration in Linear Dynamical Systems ICML 2021
LazyIter: A Fast Algorithm for Counting Markov Equivalent DAGs and Designing Experiments ICML 2020
Variational Information Planning for Sequential Decision Making AISTATS 2019
Optimal Testing in the Experiment-rich Regime AISTATS 2019
Best Arm Identification in Linear Bandits with Linear Dimension Dependency ICML 2018
Budgeted Experiment Design for Causal Structure Learning ICML 2018
On Computationally Tractable Selection of Experiments in Measurement-Constrained Regression Models JMLR 2017
Volumetric Spanners: An Efficient Exploration Basis for Learning JMLR 2016
Hard-Margin Active Linear Regression ICML 2014
Budgeted Optimization with Concurrent Stochastic-Duration Experiments NIPS 2011
Contextual Gaussian Process Bandit Optimization NIPS 2011