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 501550 of 625 papers

TitleStatusHype
Implicit Quantile Networks for Distributional Reinforcement LearningCode0
Evolving simple programs for playing Atari gamesCode0
Self-Imitation LearningCode0
Continuous-time Value Function Approximation in Reproducing Kernel Hilbert Spaces0
Deep Reinforcement Learning for General Video Game AICode0
Spectral Inference Networks: Unifying Deep and Spectral LearningCode1
The Effect of Planning Shape on Dyna-style Planning in High-dimensional State Spaces0
Playing Atari with Six NeuronsCode0
Efficient Entropy for Policy Gradient with Multidimensional Action Space0
Between Progress and Potential Impact of AI: the Neglected Dimensions0
AGIL: Learning Attention from Human for Visuomotor Tasks0
Observe and Look Further: Achieving Consistent Performance on Atari0
Monte Carlo Tree Search for Asymmetric TreesCode1
Unsupervised Video Object Segmentation for Deep Reinforcement LearningCode0
Episodic Memory Deep Q-Networks0
Learning Time-Sensitive Strategies in Space FortressCode0
Progress & Compress: A scalable framework for continual learningCode0
Fast Retinomorphic Event Stream for Video Recognition and Reinforcement Learning0
Metatrace Actor-Critic: Online Step-size Tuning by Meta-gradient Descent for Reinforcement Learning Control0
State Distribution-aware Sampling for Deep Q-learning0
On Learning Intrinsic Rewards for Policy Gradient MethodsCode0
On Improving Deep Reinforcement Learning for POMDPs0
A Human Mixed Strategy Approach to Deep Reinforcement Learning0
Fractal AI: A fragile theory of intelligenceCode0
Accelerated Methods for Deep Reinforcement LearningCode2
Distributed Prioritized Experience ReplayCode3
Back to Basics: Benchmarking Canonical Evolution Strategies for Playing AtariCode0
Efficient Exploration through Bayesian Deep Q-NetworksCode0
Learning and Querying Fast Generative Models for Reinforcement Learning0
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesCode1
Distributed Deep Reinforcement Learning: Learn how to play Atari games in 21 minutesCode0
Sample-Efficient Reinforcement Learning through Transfer and Architectural Priors0
Latent forward model for Real-time Strategy game planning with incomplete information0
Policy Gradient For Multidimensional Action Spaces: Action Sampling and Entropy Bonus0
Learning objects from pixels0
Learning Dynamic State Abstractions for Model-Based Reinforcement Learning0
Avoiding Catastrophic States with Intrinsic Fear0
Learning to play slot cars and Atari 2600 games in just minutes0
Deep Reinforcement Learning Boosted by External Knowledge0
Assumed Density Filtering Q-learningCode0
A Deeper Look at Experience ReplayCode0
Natural Value Approximators: Learning when to Trust Past Estimates0
Crossmodal Attentive Skill LearnerCode0
Implementing the Deep Q-NetworkCode0
TreeQN and ATreeC: Differentiable Tree-Structured Models for Deep Reinforcement LearningCode0
Eigenoption Discovery through the Deep Successor RepresentationCode1
Distributional Reinforcement Learning with Quantile RegressionCode0
Generalization Tower Network: A Novel Deep Neural Network Architecture for Multi-Task LearningCode0
Rainbow: Combining Improvements in Deep Reinforcement LearningCode3
Deep Reinforcement Learning that MattersCode0
Show:102550
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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