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ResearchFormerly WizWand

Pong

Benchmarks

TaskDatasetSOTA resultTrendResults

Adversarial Attack

Pong

21Cumulative Reward

80

Adversarial Quality Diversity

Pong

0.641Win Rate

8

Reinforcement Learning

Pong

40Average Reward

8

Single-agent Reinforcement Learning (SARL)

Pong Poisoned

18.2Average Episode Return

7

Single-agent Reinforcement Learning (SARL)

Pong Clean

18.5Average Episode Return

7

Reinforcement Learning

Pong Gymnasium

3Mean Best Reward

5

Reinforcement Learning

Pong Atari 2600 (test)

20Average Total Reward

5

Reinforcement Learning

Pong

3Mean Best Reward

4

Deep Reinforcement Learning

Pong Atari 2600

19.8IQM Return

4

Extrapolation performance

Pong (test)

100Accuracy

4

Policy Imitation

Pong Atari (test)

95Accuracy

4

Reinforcement Learning

Pong (Atari) (unseen states)

18.5Reward

4

Adversarial Detection

Pong Gym Atari (test)

83FGSM

2

Pong 256x256 (test)

100Accuracy (256x256)

2

Pong

1Accuracy

2

Throughput Measurement

Pong

1.4SPS

1