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 201250 of 625 papers

TitleStatusHype
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
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
Bayesian Q-learning With Imperfect Expert Demonstrations0
Pretraining the Vision Transformer using self-supervised methods for vision based Deep Reinforcement LearningCode0
Deep Q-Network for AI Soccer0
Rewarding Episodic Visitation Discrepancy for Exploration in Reinforcement Learning0
Importance Prioritized Policy DistillationCode0
Deep Reinforcement Learning with Swin TransformersCode0
Emergence of Novelty in Evolutionary Algorithms0
IGN : Implicit Generative NetworksCode0
Generalized Data Distribution Iteration0
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
Mask Atari for Deep Reinforcement Learning as POMDP Benchmarks0
Learning Relational Rules from RewardsCode0
Lazy-MDPs: Towards Interpretable Reinforcement Learning by Learning When to Act0
Improving the Diversity of Bootstrapped DQN by Replacing Priors With Noise0
On the Generalization of Representations in Reinforcement LearningCode0
A Unified Perspective on Value Backup and Exploration in Monte-Carlo Tree Search0
ExPoSe: Combining State-Based Exploration with Gradient-Based Online SearchCode0
Distributional Reinforcement Learning with Regularized Wasserstein LossCode0
Deep Reinforcement Learning with Spiking Q-learning0
Exploration by Random Network Distillation0
Attention Option-Critic0
Execute Order 66: Targeted Data Poisoning for Reinforcement Learning0
A Theoretical Understanding of Gradient Bias in Meta-Reinforcement LearningCode0
Deep Reinforcement Learning Policies Learn Shared Adversarial Features Across MDPs0
Conjugated Discrete Distributions for Distributional Reinforcement LearningCode0
Continual Learning In Environments With Polynomial Mixing TimesCode0
A Benchmark for Low-Switching-Cost Reinforcement Learning0
DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization0
A Review for Deep Reinforcement Learning in Atari:Benchmarks, Challenges, and Solutions0
Virtual Replay CacheCode0
Target Entropy Annealing for Discrete Soft Actor-Critic0
Improving Experience Replay with Successor Representation0
GDI: Rethinking What Makes Reinforcement Learning Different from Supervised Learning0
A Review for Deep Reinforcement Learning in Atari: Benchmarks, Challenges, and Solutions0
Improving Experience Replay through Modeling of Similar Transitions' SetsCode0
Effects of Different Optimization Formulations in Evolutionary Reinforcement Learning on Diverse Behavior Generation0
The Benefits of Being Categorical Distributional: Uncertainty-aware Regularized Exploration in Reinforcement Learning0
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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