rl-policies-attacks-defenses

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Adversarial attacks on Deep Reinforcement Learning (RL)

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최종 버전 다운로드 (.zip)

- - __init__.py
  - a2c_acktr.py
  - gail.py
  - kfac.py
  - ppo.py
- __init__.py
- arguments.py
- distributions.py
- envs.py
- model.py
- storage.py
- utils.py
- - __init__.py
  - benchmarks.py
  - monitor.py
  - test_monitor.py
- - __init__.py
  - atari_wrappers.py
  - cg.py
  - cmd_util.py
  - console_util.py
  - dataset.py
  - distributions.py
  - input.py
  - math_util.py
  - misc_util.py
  - models.py
  - mpi_adam.py
  - mpi_adam_optimizer.py
  - mpi_fork.py
  - mpi_moments.py
  - mpi_running_mean_std.py
  - mpi_util.py
  - plot_util.py
  - policies.py
  - retro_wrappers.py
  - runners.py
  - running_mean_std.py
  - schedules.py
  - segment_tree.py
  - test_mpi_util.py
  - tf_util.py
  - tile_images.py
  - wrappers.py
- __init__.py
- logger.py
- atari_adversarial_policy_attack.py
- atari_adversarial_policy_attack_benchmark.py
- atari_critical_point_attack.py
- atari_critical_point_attack_benchmark.py
- atari_critical_strategy_attack.py
- atari_critical_strategy_attack_benchmark.py
- atari_strategically_timed_attack.py
- atari_strategically_timed_attack_benchmark.py
- atari_uniform_attack.py
- atari_uniform_attack_benchmark.py
- attack_obs_benchmark.py
- make_chart_rew_attack.py
- make_chart_rew_defense.py
- make_chart_rew_perturbation.py
- perturbation_benchmark.py
- README.md
- __init__.py
- adversarial_policy_attack.py
- base_attack.py
- critical_point_attack.py
- critical_strategy_attack.py
- strategically_timed_attack.py
- uniform_attack.py
- __init__.py
- adv_training.py
- off_policy_trainer.py
- __init__.py
- deepfool.py
- __init__.py
- BitSqueezing.py
- JPEGFilter.py
- Smoothing.py
- __init__.py
- discrete_net.py
- atari_img_adv_attacks.ipynb
- perturb_observations.ipynb
- - a2c-break-adversarial_policy.png
  - a2c-break-critical_point.png
  - a2c-break-critical_strategy.png
  - a2c-break-strategically_timed.png
  - a2c-break-uniform.png
  - a2c-pong-adversarial_policy.png
  - a2c-pong-critical_point.png
  - a2c-pong-critical_strategy.png
  - a2c-pong-strategically_timed.png
  - a2c-pong-uniform.png
- - a2c-pong-strategically_timed.png
  - a2c-pong-uniform.png
- - dqn-break-adversarial_policy.png
  - dqn-break-critical_point.png
  - dqn-break-critical_strategy.png
  - dqn-break-strategically_timed.png
  - dqn-break-uniform.png
  - dqn-pong-adversarial_policy.png
  - dqn-pong-critical_point.png
  - dqn-pong-critical_strategy.png
  - dqn-pong-strategically_timed.png
  - dqn-pong-uniform.png
- - dqn-pong-strategically_timed.png
  - dqn-pong-uniform.png
- - Bit_Squeezing.jpg
  - FGSM_AdvTr.jpg
  - JPEG_Filter.jpg
  - No_Defense.jpg
  - perturbation_benchmark_result.txt
  - PGD_AdvTr.jpg
  - Smoothing.jpg
- - ppo-break-adversarial_policy.png
  - ppo-break-critical_point.png
  - ppo-break-critical_strategy.png
  - ppo-break-strategically_timed.png
  - ppo-break-uniform.png
  - ppo-pong-adversarial_policy.png
  - ppo-pong-strategically_timed.png
  - ppo-pong-uniform.png
  - ppo_pong_critical_point.png
  - ppo_pong_critical_strategy.png
- - ppo-pong-strategically_timed.png
  - ppo-pong-uniform.png
- pong_adversarial_training.gif
- pong_dqn.gif
- pong_strategically_attack.gif
- pong_uniform_attack.gif
.gitignore
__init__.py
atari_a2c_ppo.py
atari_adversarial_training_a2c_ppo.py
atari_adversarial_training_dqn.py
atari_dqn.py
atari_wrapper.py
example.ipynb
LICENSE
README.md
requirements.txt
utils.py

// repository documentation

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