SOTAVerified

Atari Games

The Atari 2600 Games task (and dataset) involves training an agent to achieve high game scores.

( Image credit: Playing Atari with Deep Reinforcement Learning )

Papers

Showing 351400 of 625 papers

TitleStatusHype
FRESH: Interactive Reward Shaping in High-Dimensional State Spaces using Human Feedback0
The Past and Present of Imitation Learning: A Citation Chain Study0
An Optimistic Perspective on Offline Deep Reinforcement LearningCode1
On Bonus Based Exploration Methods In The Arcade Learning Environment0
Deep Reinforcement Learning with Implicit Human Feedback0
On the Role of Weight Sharing During Deep Option Learning0
Speeding up reinforcement learning by combining attention and agency features0
SLM Lab: A Comprehensive Benchmark and Modular Software Framework for Reproducible Deep Reinforcement LearningCode0
Explain Your Move: Understanding Agent Actions Using Specific and Relevant Feature AttributionCode0
Adapting Behaviour for Learning Progress0
Deep Bayesian Reward Learning from Preferences0
Exploratory Not Explanatory: Counterfactual Analysis of Saliency Maps for Deep Reinforcement LearningCode0
No-Regret Exploration in Goal-Oriented Reinforcement Learning0
Adversary A3C for Robust Reinforcement Learning0
Maximum Entropy Monte-Carlo Planning0
Propagating Uncertainty in Reinforcement Learning via Wasserstein BarycentersCode0
R2D2: Reliable and Repeatable Detector and DescriptorCode0
Reconciling λ-Returns with Experience ReplayCode0
GRIm-RePR: Prioritising Generating Important Features for Pseudo-Rehearsal0
Contrastive Learning of Structured World ModelsCode0
Sample-Efficient Reinforcement Learning with Maximum Entropy Mellowmax Episodic ControlCode0
Memory-Efficient Episodic Control Reinforcement Learning with Dynamic Online k-meansCode0
Efficient decorrelation of features using Gramian in Reinforcement Learning0
Mastering Atari, Go, Chess and Shogi by Planning with a Learned ModelCode2
Gamifying the Vehicle Routing Problem with Stochastic Requests0
Minimalistic Attacks: How Little it Takes to Fool a Deep Reinforcement Learning Policy0
Fully Parameterized Quantile Function for Distributional Reinforcement LearningCode0
ZPD Teaching Strategies for Deep Reinforcement Learning from DemonstrationsCode0
Momentum-based Accelerated Q-learningCode0
Momentum in Reinforcement Learning0
Soft Actor-Critic for Discrete Action SettingsCode0
Parallel Exploration via Negatively Correlated Search0
Reinforcement Learning with Structured Hierarchical Grammar Representations of Actions0
Formal Language Constraints for Markov Decision ProcessesCode0
Playing Atari Ball Games with Hierarchical Reinforcement Learning0
Harnessing Structures for Value-Based Planning and Reinforcement LearningCode0
Learning Key Steps to Attack Deep Reinforcement Learning Agents0
Regulatory Focus: Promotion and Prevention Inclinations in Policy Search0
Striving for Simplicity in Off-Policy Deep Reinforcement Learning0
CAN ALTQ LEARN FASTER: EXPERIMENTS AND THEORY0
Off-Policy Actor-Critic with Shared Experience Replay0
Active inference: demystified and comparedCode0
Recurrent Independent MechanismsCode0
Biased Estimates of Advantages over Path Ensembles0
Reinforcement Learning and Video Games0
LeDeepChef: Deep Reinforcement Learning Agent for Families of Text-Based Games0
Reusing Convolutional Activations from Frame to Frame to Speed up Training and InferenceCode0
Performing Deep Recurrent Double Q-Learning for Atari GamesCode0
Is Deep Reinforcement Learning Really Superhuman on Atari? Leveling the playing fieldCode0
Benchmarking Bonus-Based Exploration Methods on the Arcade Learning Environment0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GDI-I3(200M frames)Score864Unverified
2GDI-H3(200M frames)Score864Unverified
3GDI-H3Score864Unverified
4GDI-I3Score864Unverified
5Bootstrapped DQNScore855Unverified
6FQFScore854.2Unverified
7R2D2Score837.7Unverified
8Ape-XScore800.9Unverified
9Agent57Score790.4Unverified
10IMPALA (deep)Score787.34Unverified
#ModelMetricClaimedVerifiedStatus
1IQNScore34Unverified
2QR-DQN-1Score34Unverified
3TRPO-hashScore34Unverified
4NoisyNet-DuelingScore34Unverified
5GDI-H3Score34Unverified
6GDI-H3(200M frames)Score34Unverified
7GDI-I3Score34Unverified
8Go-ExploreScore34Unverified
9Bootstrapped DQNScore33.9Unverified
10C51 noopScore33.9Unverified
#ModelMetricClaimedVerifiedStatus
1Agent57Score580,328.14Unverified
2QR-DQN-1Score572,510Unverified
3R2D2Score408,850Unverified
4IMPALA (deep)Score351,200.12Unverified
5Ape-XScore302,391.3Unverified
6A2C + SILScore104,975.6Unverified
7MuZero (Res2 Adam)Score94,906.25Unverified
8DreamerV2Score94,688Unverified
9MuZeroScore72,276Unverified
10DNAScore52,398Unverified
#ModelMetricClaimedVerifiedStatus
1GDI-H3Score1,000,000Unverified
2GDI-H3(200M frames)Score1,000,000Unverified
3Agent57Score999,997.63Unverified
4R2D2Score999,996.7Unverified
5MuZeroScore999,976.52Unverified
6MuZero (Res2 Adam)Score999,659.18Unverified
7GDI-I3Score943,910Unverified
8Ape-XScore392,952.3Unverified
9C51 noopScore266,434Unverified
10Duel noopScore50,254.2Unverified