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SotA/Playing Games/Atari Games/Atari 2600 Skiing

Atari Games on Atari 2600 Skiing

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#Model↕Score▼Extra DataPaperDate↕Code
1Best Learner0No--Code
2Full Tree0No--Code
3Go-Explore-3660YesFirst return, then explore2020-04-27Code
4Agent57-4202.6YesAgent57: Outperforming the Atari Human Benchmark2020-03-30Code
5GDI-H3-6025NoGeneralized Data Distribution Iteration2022-06-07-
6GDI-I3-6774NoGeneralized Data Distribution Iteration2022-06-07-
7GDI-I3-6774NoGeneralized Data Distribution Iteration2022-06-07-
8NoisyNet-Dueling-7550YesNoisy Networks for Exploration2017-06-30Code
9ASL DDQN-8295.4NoTrain a Real-world Local Path Planner in One Hou...2023-05-07Code
10CGP-9011YesEvolving simple programs for playing Atari games2018-06-14Code
11FQF-9085.3YesFully Parameterized Quantile Function for Distri...2019-11-05Code
12IQN-9289YesImplicit Quantile Networks for Distributional Re...2018-06-14Code
13DreamerV2-9299YesMastering Atari with Discrete World Models2020-10-05Code
14QR-DQN-1-9324YesDistributional Reinforcement Learning with Quant...2017-10-27Code
15IMPALA (deep)-10180.38YesIMPALA: Scalable Distributed Deep-RL with Import...2018-02-05Code
16Ape-X-10789.9YesDistributed Prioritized Experience Replay2018-03-02Code
17Advantage Learning-13264.51YesIncreasing the Action Gap: New Operators for Rei...2015-12-15Code
18Rational DQN Average-23487YesAdaptive Rational Activations to Boost Deep Rein...2021-02-18Code
19Recurrent Rational DQN Average-23582YesAdaptive Rational Activations to Boost Deep Rein...2021-02-18Code
20MuZero-29968.36YesMastering Atari, Go, Chess and Shogi by Planning...2019-11-19Code
21DNA-29974NoDNA: Proximal Policy Optimization with a Dual Ne...2022-06-20Code
22MuZero (Res2 Adam)-30000YesOnline and Offline Reinforcement Learning by Pla...2021-04-13Code
23R2D2-30021.7Yes--Code