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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–300 of 625 papers

TitleStatusHype
The Benefits of Being Categorical Distributional: Uncertainty-aware Regularized Exploration in Reinforcement Learning—0
How to Sense the World: Leveraging Hierarchy in Multimodal Perception for Robust Reinforcement Learning AgentsCode0
An Unsupervised Video Game Playstyle Metric via State DiscretizationCode0
Is Policy Learning Overrated?: Width-Based Planning and Active Learning for AtariCode0
CrowdPlay: Crowdsourcing human demonstration data for offline learning in Atari games—0
Faster Reinforcement Learning with Value Target Lower Bounding—0
Training with Worst-Case Distributional Shift causes Overestimation and Inaccuracies in State-Action Value Functions—0
EqR: Equivariant Representations for Data-Efficient Reinforcement Learning—0
Self-Supervised Structured Representations for Deep Reinforcement Learning—0
P4O: Efficient Deep Reinforcement Learning with Predictive Processing Proximal Policy Optimization—0
Should I Run Offline Reinforcement Learning or Behavioral Cloning?—0
Distributional Perturbation for Efficient Exploration in Distributional Reinforcement Learning—0
Maximizing Ensemble Diversity in Deep Reinforcement Learning—0
Deep Learning of Intrinsically Motivated Options in the Arcade Learning Environment—0
Towards Understanding Distributional Reinforcement Learning: Regularization, Optimization, Acceleration and Sinkhorn Algorithm—0
On Bonus-Based Exploration Methods in the Arcade Learning Environment—0
A Distance-based Anomaly Detection Framework for Deep Reinforcement Learning—0
WAD: A Deep Reinforcement Learning Agent for Urban Autonomous Driving—0
An Approach to Partial Observability in Games: Learning to Both Act and Observe—0
High Performance Across Two Atari Paddle Games Using the Same Perceptual Control Architecture Without Training—0
Cautious Policy Programming: Exploiting KL Regularization in Monotonic Policy Improvement for Reinforcement Learning—0
Estimates for the Branching Factors of Atari GamesCode0
Ensemble and Auxiliary Tasks for Data-Efficient Deep Reinforcement LearningCode0
Improve Agents without Retraining: Parallel Tree Search with Off-Policy CorrectionCode0
Width-based Lookaheads with Learnt Base Policies and Heuristics Over the Atari-2600 Benchmark—0
Emphatic Algorithms for Deep Reinforcement Learning—0
Non-Robust Feature Mapping in Deep Reinforcement Learning—0
CROP: Certifying Robust Policies for Reinforcement Learning through Functional SmoothingCode0
Real-time Adversarial Perturbations against Deep Reinforcement Learning Policies: Attacks and DefensesCode0
Sample Efficient Reinforcement Learning In Continuous State Spaces: A Perspective Beyond Linearity—0
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning—0
Towards Practical Credit Assignment for Deep Reinforcement Learning—0
MICo: Improved representations via sampling-based state similarity for Markov decision processesCode0
An Entropy Regularization Free Mechanism for Policy-based Reinforcement Learning—0
Provable Representation Learning for Imitation with Contrastive Fourier FeaturesCode0
GMAC: A Distributional Perspective on Actor-Critic Framework—0
Reinforcement Learning With Sparse-Executing Actions via Sparsity Regularization—0
Non-decreasing Quantile Function Network with Efficient Exploration for Distributional Reinforcement Learning—0
Return-based Scaling: Yet Another Normalisation Trick for Deep RL—0
CASA: Bridging the Gap between Policy Improvement and Policy Evaluation with Conflict Averse Policy Iteration—0
BACKDOORL: Backdoor Attack against Competitive Reinforcement Learning—0
InferNet for Delayed Reinforcement Tasks: Addressing the Temporal Credit Assignment Problem—0
Adapting to Reward Progressivity via Spectral Reinforcement LearningCode0
Action Advising with Advice Imitation in Deep Reinforcement LearningCode0
Learning on a Budget via Teacher ImitationCode0
Bayesian Distributional Policy Gradients—0
Vision-Based Mobile Robotics Obstacle Avoidance With Deep Reinforcement Learning—0
Conservative Optimistic Policy Optimization via Multiple Importance SamplingCode0
Addressing Action Oscillations through Learning Policy Inertia—0
Ensemble Bootstrapping for Q-Learning—0
Show:102550
← PrevPage 6 of 13Next →
All datasetsAtari 2600 BreakoutAtari 2600 FreewayAtari 2600 Q*BertAtari 2600 SeaquestAtari 2600 VentureAtari 2600 Space InvadersAtari 2600 FrostbiteAtari 2600 GravitarAtari 2600 PongAtari 2600 Private EyeAtari 2600 Montezuma's RevengeAtari 2600 Alien

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GDI-I3(200M frames)Score864—Unverified
2GDI-H3(200M frames)Score864—Unverified
3GDI-H3Score864—Unverified
4GDI-I3Score864—Unverified
5Bootstrapped DQNScore855—Unverified
6FQFScore854.2—Unverified
7R2D2Score837.7—Unverified
8Ape-XScore800.9—Unverified
9Agent57Score790.4—Unverified
10IMPALA (deep)Score787.34—Unverified
#ModelMetricClaimedVerifiedStatus
1IQNScore34—Unverified
2QR-DQN-1Score34—Unverified
3TRPO-hashScore34—Unverified
4NoisyNet-DuelingScore34—Unverified
5GDI-H3Score34—Unverified
6GDI-H3(200M frames)Score34—Unverified
7GDI-I3Score34—Unverified
8Go-ExploreScore34—Unverified
9Bootstrapped DQNScore33.9—Unverified
10C51 noopScore33.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Agent57Score580,328.14—Unverified
2QR-DQN-1Score572,510—Unverified
3R2D2Score408,850—Unverified
4IMPALA (deep)Score351,200.12—Unverified
5Ape-XScore302,391.3—Unverified
6A2C + SILScore104,975.6—Unverified
7MuZero (Res2 Adam)Score94,906.25—Unverified
8DreamerV2Score94,688—Unverified
9MuZeroScore72,276—Unverified
10DNAScore52,398—Unverified
#ModelMetricClaimedVerifiedStatus
1GDI-H3Score1,000,000—Unverified
2GDI-H3(200M frames)Score1,000,000—Unverified
3Agent57Score999,997.63—Unverified
4R2D2Score999,996.7—Unverified
5MuZeroScore999,976.52—Unverified
6MuZero (Res2 Adam)Score999,659.18—Unverified
7GDI-I3Score943,910—Unverified
8Ape-XScore392,952.3—Unverified
9C51 noopScore266,434—Unverified
10Duel noopScore50,254.2—Unverified