2 papers
cs.AI2023
Rapid Open-World Adaptation by Adaptation Principles Learning
Cheng Xue, Ekaterina Nikonova, Peng Zhang +1
Novelty adaptation is the ability of an intelligent agent to adjust its behavior in response to changes in its environment. This is an important characteristic of intelligent agent…
cs.AI2023
Efficient Open-world Reinforcement Learning via Knowledge Distillation and Autonomous Rule Discovery
Ekaterina Nikonova, Cheng Xue, Jochen Renz
Deep reinforcement learning suffers from catastrophic forgetting and sample inefficiency making it less applicable to the ever-changing real world. However, the ability to use prev…