APReL: A Library for Active Preference-based Reward Learning Algorithms

Author:

Biyik Erdem1,Talati Aditi2,Sadigh Dorsa3

Affiliation:

1. Stanford University,Electrical Engineering

2. Stanford University,Computer Science

3. Stanford University,Computer Science & Electrical Engineering

Funder

NSF

FLI

DARPA

Publisher

IEEE

Reference34 articles.

1. A simple and fast algorithm for K-medoids clustering

2. An Active Learning Algorithm for Ranking from Pairwise Preferences with an Almost Optimal Query Complexity;ailon;Journal of Machine Learning Research,2012

3. Here's What I've Learned: Asking Questions that Reveal Re-ward Learning;habibian;ArXiv Preprint,2021

4. Preference-based Learning of Reward Function Features;katz;ArXiv Preprint,2021

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Active preference-based Gaussian process regression for reward learning and optimization;The International Journal of Robotics Research;2023-11-07

2. Optimizing Algorithms from Pairwise User Preferences;2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS);2023-10-01

3. Learning from Humans for Adaptive Interaction;2022 17th ACM/IEEE International Conference on Human-Robot Interaction (HRI);2022-03-07

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