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Models/Rational DQN Average

Rational DQN Average

Reported on 30 benchmarks across 2 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Playing Games30 results

Atari GamesonAtari 2600 Skiing
Score· uses extra data· 2021-02-18
-23487
best: 0 (Best Learner)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Tutankham
Score· 2021-02-18
179
best: 2354.91 (Agent57)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Pong
Score· 2021-02-18
18.04
best: 21 (Duel noop)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Enduro
Score· 2021-02-18
1043
best: 14330 (GDI-I3)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Breakout
Score· 2021-02-18
316
best: 864 (GDI-H3(200M frames))
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Space Invaders
Score· 2021-02-18
650
best: 154380 (GDI-H3(200M frames))
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 James Bond
Score· 2021-02-18
1122
best: 620780 (GDI-H3)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Tennis
Score· 2021-02-18
20.5
best: 24 (GDI-I3)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Time Pilot
Score· 2021-02-18
17632
best: 476763.9 (MuZero)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Battle Zone
Score· 2021-02-18
23403
best: 934134.88 (Agent57)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Asterix
Score· 2021-02-18
18109
best: 999999 (GDI-H3)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Kangaroo
Score· 2021-02-18
2941
best: 24034.16 (Agent57)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Seaquest
Score· 2021-02-18
6603
best: 1000000 (GDI-H3(200M frames))
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Video Pinball
Score· 2021-02-18
149712
best: 999383.2 (R2D2)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Atari GamesonAtari 2600 Q*Bert
Score· 2021-02-18
14436
best: 580328.14 (Agent57)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Skiing
Score· uses extra data· 2021-02-18
-23487
best: 0 (Best Learner)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Tutankham
Score· 2021-02-18
179
best: 2354.91 (Agent57)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Pong
Score· 2021-02-18
18.04
best: 21 (Duel noop)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Enduro
Score· 2021-02-18
1043
best: 14330 (GDI-I3)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Breakout
Score· 2021-02-18
316
best: 864 (GDI-H3(200M frames))
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Space Invaders
Score· 2021-02-18
650
best: 154380 (GDI-H3(200M frames))
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 James Bond
Score· 2021-02-18
1122
best: 620780 (GDI-H3)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Tennis
Score· 2021-02-18
20.5
best: 24 (GDI-I3)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Time Pilot
Score· 2021-02-18
17632
best: 476763.9 (MuZero)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Battle Zone
Score· 2021-02-18
23403
best: 934134.88 (Agent57)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Asterix
Score· 2021-02-18
18109
best: 999999 (GDI-H3)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Kangaroo
Score· 2021-02-18
2941
best: 24034.16 (Agent57)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Seaquest
Score· 2021-02-18
6603
best: 1000000 (GDI-H3(200M frames))
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Video Pinball
Score· 2021-02-18
149712
best: 999383.2 (R2D2)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407
Video GamesonAtari 2600 Q*Bert
Score· 2021-02-18
14436
best: 580328.14 (Agent57)
Adaptive Rational Activations to Boost Deep Reinforcement Learning arXiv:2102.09407