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Rarity of Events

Code for the Rarity of Events method that rewards the agent based on the temporal rarity of events. Pre-trained models are found in the models directory.

Packages to install

pytorch scipy sdl2 vizdoom

Training A2C baseline

# A2C baseline
python main.py --num-processes 16 --config-path scenario/deathmatch.cfg --num-frames 75000000 --no-vis

# A2C+RoE
python main.py --num-processes 16 --config-path scenario/deathmatch.cfg --num-frames 75000000 --no-vis --roe

Running the agent

# A2C baseline
python enjoy.py --config-path scenario/deatmatch.cfg

# A2C+RoE
python enjoy.py --config-path scenario/deatmatch.cfg --roe