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UNIDOOR

Installation

python = 3.8.8

gym = 0.23.0

pygame = 2.1.0

Box2D = 2.3.10

pybullet = 3.2.6

imageio = 2.35.1

scikit-learn = 1.3.2

imageio = 0.13.2

matplotlib = 3.7.5

Execution Environment

Intel(R) Xeon(R) E5-2650 v4 CPUs @ 2.20GHz, 32GB of RAM

6 NVIDIA GeForce RTX 3090 GPUs running on CUDA 11.7

Visualization

In each task, the first column shows the animation of a normal agent, the second column shows a backdoor agent without executing the trigger strategy, the third column shows a backdoor agent executing the trigger strategy, and the fourth column shows a randomly initialized agent.

Acrobot

CartPole

Lunar Lander

MountainCar

Pendulum

Bipedal Walker

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