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adaptive data collection

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batched bandit (1) informative sample (1) open-source system (1) multi-distribution scenarios (1) upper-confidence-bound sampling (1) machine learning system (1) data collection (1) online gradient descent (1) bandit algorithm (1) confidence region (1)

Papers

Adaptive Data Collection for Robust Learning Across Multiple Distributions ICML 2025 Risk Minimization from Adaptively Collected Data: Guarantees for Supervised and Policy Learning NeurIPS 2021 Statistical Inference with M-Estimators on Adaptively Collected Data NeurIPS 2021 Inference for Batched Bandits NeurIPS 2020 NEXT: A System for Real-World Development, Evaluation, and Application of Active Learning NeurIPS 2015