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 101150 of 625 papers

TitleStatusHype
Approximate Shielding of Atari Agents for Safe Exploration0
Loss of Plasticity in Continual Deep Reinforcement Learning0
Unsupervised Representation Learning in Partially Observable Atari GamesCode0
Double A3C: Deep Reinforcement Learning on OpenAI Gym Games0
How To Guide Your Learner: Imitation Learning with Active Adaptive Expert InvolvementCode1
Understanding plasticity in neural networks0
Self-supervised network distillation: an effective approach to exploration in sparse reward environmentsCode0
Read and Reap the Rewards: Learning to Play Atari with the Help of Instruction Manuals0
Enabling surrogate-assisted evolutionary reinforcement learning via policy embedding0
Revisiting Bellman Errors for Offline Model SelectionCode0
Generalized Munchausen Reinforcement Learning using Tsallis KL Divergence0
Scalable Real-Time Recurrent Learning Using Columnar-Constructive NetworksCode0
Multi-compartment Neuron and Population Encoding Powered Spiking Neural Network for Deep Distributional Reinforcement Learning0
Learning to Perceive in Deep Model-Free Reinforcement LearningCode0
Local-Guided Global: Paired Similarity Representation for Visual Reinforcement Learning0
Simultaneously Updating All Persistence Values in Reinforcement Learning0
Curiosity in Hindsight: Intrinsic Exploration in Stochastic Environments0
Boosting Object Representation Learning via Motion and Object ContinuityCode0
Redeeming Intrinsic Rewards via Constrained OptimizationCode1
Efficient Deep Reinforcement Learning with Predictive Processing Proximal Policy OptimizationCode0
Offline RL With Realistic Datasets: Heteroskedasticity and Support Constraints0
Spending Thinking Time Wisely: Accelerating MCTS with Virtual ExpansionsCode0
WILD-SCAV: Benchmarking FPS Gaming AI on Unity3D-based EnvironmentsCode1
Harfang3D Dog-Fight Sandbox: A Reinforcement Learning Research Platform for the Customized Control Tasks of Fighter AircraftsCode2
Atari-5: Distilling the Arcade Learning Environment down to Five GamesCode1
Bayesian Q-learning With Imperfect Expert Demonstrations0
Pretraining the Vision Transformer using self-supervised methods for vision based Deep Reinforcement LearningCode0
Revisiting Discrete Soft Actor-CriticCode1
Deep Q-Network for AI Soccer0
MAN: Multi-Action Networks LearningCode1
Rewarding Episodic Visitation Discrepancy for Exploration in Reinforcement Learning0
Importance Prioritized Policy DistillationCode0
A Deep Reinforcement Learning Approach for Finding Non-Exploitable Strategies in Two-Player Atari GamesCode1
Deep Reinforcement Learning with Swin TransformersCode0
Emergence of Novelty in Evolutionary Algorithms0
Sampling Efficient Deep Reinforcement Learning through Preference-Guided Stochastic ExplorationCode1
DNA: Proximal Policy Optimization with a Dual Network ArchitectureCode1
MineDojo: Building Open-Ended Embodied Agents with Internet-Scale KnowledgeCode4
IGN : Implicit Generative NetworksCode0
Deep Hierarchical Planning from PixelsCode1
Generalized Data Distribution Iteration0
Reincarnating Reinforcement Learning: Reusing Prior Computation to Accelerate ProgressCode1
Graph Backup: Data Efficient Backup Exploiting Markovian TransitionsCode0
Multi-Game Decision TransformersCode0
Nuclear Norm Maximization Based Curiosity-Driven Learning0
Deep Apprenticeship Learning for Playing Games0
Learning to Constrain Policy Optimization with Virtual Trust Region0
Methodical Advice Collection and Reuse in Deep Reinforcement Learning0
When Should We Prefer Offline Reinforcement Learning Over Behavioral Cloning?0
Temporal Alignment for History Representation in Reinforcement LearningCode0
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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