Machine intelligence

By Tanguy Chouard, L. Venema. 2015

177 citations recorded by the source corpus.

Subfields: Artificial Intelligence, Information Systems

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Artificial Intelligence

1. Scott Niekum
2. Ruohan Zhang
3. Faraz Torabi
4. Peter Stone
5. Lin Guan
6. Dana H. Ballard
7. Akanksha Saran
8. Elaine Schaertl Short

In Information Systems

1. Peter Stone
2. Ruohan Zhang

Citations in the corpus

• Leveraging Human Guidance for Deep Reinforcement Learning Tasks (2019, methodology): “Then the agent can learn to directly mimic the human demonstrated policy using supervised learning, an approach known as behavioral cloning [Bain and Sommut, 1999].”
• Efficiently Guiding Imitation Learning Algorithms with Human Gaze (2020, background): “Behavior Cloning [Bain and Sommut, 1999; Ross et al., 2011; Daftry et al., 2016] is a standard approach used for imitation learning, where an agent trains a classifier or regressor to replicate an expert’s policy by using the demonstrated states and actions as input data for supervised learning.”
• Dual Policy Distillation (2020, unknown): “One representative method is behavior cloning [Bain and Sommut, 1999; Ho and Ermon, 2016; Rusu et al., 2016], which directly trains a student policy based on demonstration data of experts.”