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 1140111450 of 15113 papers

TitleStatusHype
Variational Quantum Soft Actor-Critic for Robotic Arm Control0
Variational Regret Bounds for Reinforcement Learning0
Variational Reward Estimator Bottleneck: Learning Robust Reward Estimator for Multi-Domain Task-Oriented Dialog0
VAR-MATH: Probing True Mathematical Reasoning in Large Language Models via Symbolic Multi-Instance Benchmarks0
VASE: Variational Assorted Surprise Exploration for Reinforcement Learning0
Vehicle Tracking in Wireless Sensor Networks via Deep Reinforcement Learning0
Vehicle Type Specific Waypoint Generation0
Vehicular Cooperative Perception Through Action Branching and Federated Reinforcement Learning0
Verifiable Reinforcement Learning Systems via Compositionality0
Verification of Dissipativity and Evaluation of Storage Function in Economic Nonlinear MPC using Q-Learning0
VerifierQ: Enhancing LLM Test Time Compute with Q-Learning-based Verifiers0
VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models0
Versatile Inverse Reinforcement Learning via Cumulative Rewards0
Vessel-following model for inland waterways based on deep reinforcement learning0
ViaRL: Adaptive Temporal Grounding via Visual Iterated Amplification Reinforcement Learning0
Video Captioning via Hierarchical Reinforcement Learning0
Video-Enhanced Offline Reinforcement Learning: A Model-Based Approach0
Video-RTS: Rethinking Reinforcement Learning and Test-Time Scaling for Efficient and Enhanced Video Reasoning0
Video Summarisation by Classification with Deep Reinforcement Learning0
Video Summarization through Reinforcement Learning with a 3D Spatio-Temporal U-Net0
Video Violence Recognition and Localization Using a Semi-Supervised Hard Attention Model0
Viewport-Aware Deep Reinforcement Learning Approach for 360^o Video Caching0
ViNG: Learning Open-World Navigation with Visual Goals0
VIPO: Value Function Inconsistency Penalized Offline Reinforcement Learning0
Virtual Action Actor-Critic Framework for Exploration (Student Abstract)0
Virtual Autonomous Driving with Reinforcement Learning0
Virtual Experience to Real World Application: Sidewalk Obstacle Avoidance Using Reinforcement Learning for Visually Impaired0
Virtuously Safe Reinforcement Learning0
ViSaRL: Visual Reinforcement Learning Guided by Human Saliency0
Visceral Machines: Reinforcement Learning with Intrinsic Physiological Rewards0
Vision-Based Mobile Robotics Obstacle Avoidance With Deep Reinforcement Learning0
Vision-Language Models Provide Promptable Representations for Reinforcement Learning0
Visual Backtracking Teleoperation: A Data Collection Protocol for Offline Image-Based Reinforcement Learning0
Visual Comfort Aware-Reinforcement Learning for Depth Adjustment of Stereoscopic 3D Images0
Visual Diagnostics for Deep Reinforcement Learning Policy Development0
VisualEnv: visual Gym environments with Blender0
Visual Explanation using Attention Mechanism in Actor-Critic-based Deep Reinforcement Learning0
VisualHints: A Visual-Lingual Environment for Multimodal Reinforcement Learning0
Towards Learning to Imitate from a Single Video Demonstration0
Visual Imitation with Reinforcement Learning using Recurrent Siamese Networks0
Visualizing the Loss Landscape of Actor Critic Methods with Applications in Inventory Optimization0
Visual-Policy Learning through Multi-Camera View to Single-Camera View Knowledge Distillation for Robot Manipulation Tasks0
Visual processing in context of reinforcement learning0
Visual Radial Basis Q-Network0
Visual Rationalizations in Deep Reinforcement Learning for Atari Games0
Visual search and recognition for robot task execution and monitoring0
Visual Semantic Planning using Deep Successor Representations0
Visual Sensor Network Reconfiguration with Deep Reinforcement Learning0
Software Simulation and Visualization of Quantum Multi-Drone Reinforcement Learning0
Visual-Tactile Multimodality for Following Deformable Linear Objects Using Reinforcement Learning0
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Benchmark Results

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