conftrace_

batch active learning

14 papers

Explore in graph

Also known as

BAL

Co-occurring keywords

active learning (1301) label complexity (58) uncertainty sampling (69) greedy algorithm (242) batch sampling (14) query strategy (38) pool-based active learning (15) bayesian active learning (24) excess risk (66) informativeness diversity tradeoff (1)

Papers

Fast Rates in Pool-Based Batch Active Learning JMLR 2024
FAIR: Fair Collaborative Active Learning with Individual Rationality for Scientific Discovery AISTATS 2023
Learning Generalizable Batch Active Learning Strategies via Deep Q-networks (Student Abstract) AAAI 2023
A Framework and Benchmark for Deep Batch Active Learning for Regression JMLR 2023
Streaming Active Learning with Deep Neural Networks ICML 2023
Beam Search Optimized Batch Bayesian Active Learning AAAI 2023
Achieving Minimax Rates in Pool-Based Batch Active Learning ICML 2022
Batch Active Learning with Graph Neural Networks via Multi-Agent Deep Reinforcement Learning AAAI 2022
GLISTER: Generalization based Data Subset Selection for Efficient and Robust Learning AAAI 2021
Batch Active Learning at Scale NIPS 2021
Asking the Right Questions to the Right Users: Active Learning with Imperfect Oracles AAAI 2020
Bayesian Batch Active Learning as Sparse Subset Approximation NIPS 2019
Efficient nonmyopic batch active search NIPS 2018
Buy-in-Bulk Active Learning NIPS 2013