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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 11851–11900 of 15113 papers

TitleStatusHype
RL-GRIT: Reinforcement Learning for Grammar Inference—0
RL-Guided MPC for Autonomous Greenhouse Control—0
RLingua: Improving Reinforcement Learning Sample Efficiency in Robotic Manipulations With Large Language Models—0
RLINK: Deep Reinforcement Learning for User Identity Linkage—0
RLInspect: An Interactive Visual Approach to Assess Reinforcement Learning Algorithm—0
RLIRank: Learning to Rank with Reinforcement Learning for Dynamic Search—0
LIMIS: Locally Interpretable Modeling using Instance-wise Subsampling—0
RL-MD: A Novel Reinforcement Learning Approach for DNA Motif Discovery—0
RL-MILP Solver: A Reinforcement Learning Approach for Solving Mixed-Integer Linear Programs with Graph Neural Networks—0
RL + Model-based Control: Using On-demand Optimal Control to Learn Versatile Legged Locomotion—0
RL-MPCA: A Reinforcement Learning Based Multi-Phase Computation Allocation Approach for Recommender Systems—0
RLocator: Reinforcement Learning for Bug Localization—0
RLOC: Neurobiologically Inspired Hierarchical Reinforcement Learning Algorithm for Continuous Control of Nonlinear Dynamical Systems—0
RL of Thoughts: Navigating LLM Reasoning with Inference-time Reinforcement Learning—0
RLOps: Development Life-cycle of Reinforcement Learning Aided Open RAN—0
RL-PINNs: Reinforcement Learning-Driven Adaptive Sampling for Efficient Training of PINNs—0
RL-QN: A Reinforcement Learning Framework for Optimal Control of Queueing Systems—0
RL-RC-DoT: A Block-level RL agent for Task-Aware Video Compression—0
RLS3: RL-Based Synthetic Sample Selection to Enhance Spatial Reasoning in Vision-Language Models for Indoor Autonomous Perception—0
RL-Selector: Reinforcement Learning-Guided Data Selection via Redundancy Assessment—0
RLSS: A Deep Reinforcement Learning Algorithm for Sequential Scene Generation—0
RLTP: Reinforcement Learning to Pace for Delayed Impression Modeling in Preloaded Ads—0
RL with KL penalties is better viewed as Bayesian inference—0
RLZero: Direct Policy Inference from Language Without In-Domain Supervision—0
Efficient Reinforcement Learning Development with RLzoo—0
RMIX: Learning Risk-Sensitive Policies forCooperative Reinforcement Learning Agents—0
RMIX: Learning Risk-Sensitive Policies for Cooperative Reinforcement Learning Agents—0
RMIX: Risk-Sensitive Multi-Agent Reinforcement Learning—0
ROAD: Responsibility-Oriented Reward Design for Reinforcement Learning in Autonomous Driving—0
Roadside Units Assisted Localized Automated Vehicle Maneuvering: An Offline Reinforcement Learning Approach—0
ROAR: Reinforcing Original to Augmented Data Ratio Dynamics for Wav2Vec2.0 Based ASR—0
Robo-Advising: Enhancing Investment with Inverse Optimization and Deep Reinforcement Learning—0
Robo-advising: Learning Investors' Risk Preferences via Portfolio Choices—0
RoboAssembly: Learning Generalizable Furniture Assembly Policy in a Novel Multi-robot Contact-rich Simulation Environment—0
Robot Deformable Object Manipulation via NMPC-generated Demonstrations in Deep Reinforcement Learning—0
Robot gains Social Intelligence through Multimodal Deep Reinforcement Learning—0
Robotic Arm Control and Task Training through Deep Reinforcement Learning—0
Robotic Grasp Manipulation Using Evolutionary Computing and Deep Reinforcement Learning—0
Robotic Lever Manipulation using Hindsight Experience Replay and Shapley Additive Explanations—0
Robotic Offline RL from Internet Videos via Value-Function Pre-Training—0
Robotic Search & Rescue via Online Multi-task Reinforcement Learning—0
Robotic self-representation improves manipulation skills and transfer learning—0
Robotic Table Tennis with Model-Free Reinforcement Learning—0
Robotic Table Wiping via Reinforcement Learning and Whole-body Trajectory Optimization—0
Robotic Tracking Control with Kernel Trick-based Reinforcement Learning—0
Robot in a China Shop: Using Reinforcement Learning for Location-Specific Navigation Behaviour—0
Robot Learning of Mobile Manipulation with Reachability Behavior Priors—0
Robot Navigation with Reinforcement Learned Path Generation and Fine-Tuned Motion Control—0
Robot path planning using deep reinforcement learning—0
Robot Policy Learning from Demonstration Using Advantage Weighting and Early Termination—0
Show:102550
← PrevPage 238 of 303Next →

Benchmark Results

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