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 401–450 of 625 papers

TitleStatusHype
Deep Reinforcement Learning Policies Learn Shared Adversarial Features Across MDPs—0
Deep Reinforcement Learning with Decorrelation—0
Deep Reinforcement Learning with Implicit Human Feedback—0
Deep Reinforcement Learning With Macro-Actions—0
Deep Reinforcement Learning with Quantum-inspired Experience Replay—0
Deep Reinforcement Learning with Spiking Q-learning—0
Adversary Agnostic Robust Deep Reinforcement Learning—0
Detecting Adversarial Directions in Deep Reinforcement Learning to Make Robust Decisions—0
Smaller World Models for Reinforcement Learning—0
Disentangling Controllable Object through Video Prediction Improves Visual Reinforcement Learning—0
Disentangling the Causes of Plasticity Loss in Neural Networks—0
Distributional Perturbation for Efficient Exploration in Distributional Reinforcement Learning—0
Distributional Reinforcement Learning for Efficient Exploration—0
Double A3C: Deep Reinforcement Learning on OpenAI Gym Games—0
Double Prioritized State Recycled Experience Replay—0
DQN with model-based exploration: efficient learning on environments with sparse rewards—0
DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization—0
DSAC-C: Constrained Maximum Entropy for Robust Discrete Soft-Actor Critic—0
Dynamic Frame skip Deep Q Network—0
Effects of Different Optimization Formulations in Evolutionary Reinforcement Learning on Diverse Behavior Generation—0
Efficient decorrelation of features using Gramian in Reinforcement Learning—0
Efficient Diversity-based Experience Replay for Deep Reinforcement Learning—0
Efficient Entropy for Policy Gradient with Multidimensional Action Space—0
Memory Based Trajectory-conditioned Policies for Learning from Sparse Rewards—0
Efficiently Guiding Imitation Learning Agents with Human Gaze—0
Elastic Decision Transformer—0
Emergence of Novelty in Evolutionary Algorithms—0
Emphatic Algorithms for Deep Reinforcement Learning—0
Enabling surrogate-assisted evolutionary reinforcement learning via policy embedding—0
Ensemble Bootstrapping for Q-Learning—0
Episodic Memory Deep Q-Networks—0
Episodic Reinforcement Learning with Associative Memory—0
EqR: Equivariant Representations for Data-Efficient Reinforcement Learning—0
Escape Room: A Configurable Testbed for Hierarchical Reinforcement Learning—0
Evaluating Pretrained models for Deployable Lifelong Learning—0
Evolutionary Reinforcement Learning via Cooperative Coevolutionary Negatively Correlated Search—0
Execute Order 66: Targeted Data Poisoning for Reinforcement Learning—0
Explaining Deep Reinforcement Learning Agents In The Atari Domain through a Surrogate Model—0
Explanation Augmented Feedback in Human-in-the-Loop Reinforcement Learning—0
Exploration by Random Network Distillation—0
Exploration by Uncertainty in Reward Space—0
Exploratory Not Explanatory: Counterfactual Analysis of Saliency Maps for Deep Reinforcement Learning—0
Expressiveness in Deep Reinforcement Learning—0
Faster Reinforcement Learning with Value Target Lower Bounding—0
Fast Retinomorphic Event Stream for Video Recognition and Reinforcement Learning—0
FRESH: Interactive Reward Shaping in High-Dimensional State Spaces using Human Feedback—0
From Code to Play: Benchmarking Program Search for Games Using Large Language Models—0
From "What" to "When" -- a Spiking Neural Network Predicting Rare Events and Time to their Occurrence—0
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning—0
GDI: Rethinking What Makes Reinforcement Learning Different from Supervised Learning—0
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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