SOTAVerified

Reinforcement Learning (RL)

Reinforcement Learning (RL) involves training an agent to take actions in an environment to maximize a cumulative reward signal. The agent interacts with the environment and learns by receiving feedback in the form of rewards or punishments for its actions. The goal of reinforcement learning is to find the optimal policy or decision-making strategy that maximizes the long-term reward.

Papers

Showing 93519400 of 15113 papers

TitleStatusHype
A Reinforcement Learning Based R-Tree for Spatial Data Indexing in Dynamic Environments0
Increasing Energy Efficiency of Massive-MIMO Network via Base Stations Switching using Reinforcement Learning and Radio Environment Maps0
Adversarial Reinforcement Learning for Procedural Content Generation0
An Energy-Saving Snake Locomotion Gait Policy Obtained Using Deep Reinforcement Learning0
Distributed Reinforcement Learning for Flexible and Efficient UAV Swarm Control0
A multi-agent reinforcement learning model of reputation and cooperation in human groups0
A Taxonomy of Similarity Metrics for Markov Decision Processes0
Instabilities of Offline RL with Pre-Trained Neural Representation0
Learning Human Rewards by Inferring Their Latent Intelligence Levels in Multi-Agent Games: A Theory-of-Mind Approach with Application to Driving Data0
A Lower Bound for the Sample Complexity of Inverse Reinforcement Learning0
Markov Cricket: Using Forward and Inverse Reinforcement Learning to Model, Predict And Optimize Batting Performance in One-Day International Cricket0
Passing Through Narrow Gaps with Deep Reinforcement Learning0
Visual Explanation using Attention Mechanism in Actor-Critic-based Deep Reinforcement Learning0
Reinforcement Learning, Bit by Bit0
SAINT-ACC: Safety-Aware Intelligent Adaptive Cruise Control for Autonomous Vehicles Using Deep Reinforcement Learning0
Asymptotic Theory for IV-Based Reinforcement Learning with Potential Endogeneity0
Automatic Exploration Process Adjustment for Safe Reinforcement Learning with Joint Chance Constraint Satisfaction0
Deep reinforcement learning in medical imaging: A literature review0
A Dual-Memory Architecture for Reinforcement Learning on Neuromorphic Platforms0
Two-step reinforcement learning for model-free redesign of nonlinear optimal regulatorCode0
Routing algorithms as tools for integrating social distancing with emergency evacuation0
Unsupervised Learning for Robust Fitting:A Reinforcement Learning ApproachCode0
Neuromechanics-based Deep Reinforcement Learning of Neurostimulation Control in FES cycling0
An RL-Based Adaptive Detection Strategy to Secure Cyber-Physical Systems0
Conservative Optimistic Policy Optimization via Multiple Importance SamplingCode0
Inverse Reinforcement Learning with Explicit Policy Estimates0
Efficient UAV Trajectory-Planning using Economic Reinforcement Learning0
Foresee then Evaluate: Decomposing Value Estimation with Latent Future PredictionCode0
Shape-driven Coordinate Ordering for Star Glyph Sets via Reinforcement Learning0
Reinforcement Learning with External Knowledge by using Logical Neural Networks0
Reinforcement Learning for Orientation Estimation Using Inertial Sensors with Performance Guarantee0
Minimax Model Learning0
Offline Reinforcement Learning with Pseudometric Learning0
Adversarial Environment Generation for Learning to Navigate the WebCode0
Autonomous Navigation of an Ultrasound Probe Towards Standard Scan Planes with Deep Reinforcement Learning0
Decision Making in Monopoly using a Hybrid Deep Reinforcement Learning Approach0
Reinforcement Learning for Adaptive Mesh Refinement0
Where the Action is: Let's make Reinforcement Learning for Stochastic Dynamic Vehicle Routing Problems work!0
Learning for Visual Navigation by Imagining the Success0
Exploration and Incentives in Reinforcement Learning0
Hamiltonian Policy Optimization0
Optimal control of point-to-point navigation in turbulent time-dependent flows using Reinforcement Learning0
Reducing Conservativeness Oriented Offline Reinforcement Learning0
Revisiting Peng's Q(λ) for Modern Reinforcement Learning0
DRIBO: Robust Deep Reinforcement Learning via Multi-View Information BottleneckCode0
Safe Distributional Reinforcement Learning0
Potential Impacts of Smart Homes on Human Behavior: A Reinforcement Learning Approach0
Low-Precision Reinforcement Learning: Running Soft Actor-Critic in Half Precision0
Bias-reduced Multi-step Hindsight Experience Replay for Efficient Multi-goal Reinforcement Learning0
Adaptive Load Shedding for Grid Emergency Control via Deep Reinforcement Learning0
Show:102550
← PrevPage 188 of 303Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PPGMean Normalized Performance0.76Unverified
2PPOMean Normalized Performance0.58Unverified