SOTAVerified

Offline RL

Papers

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Showing 551–600 of 755 papers

TitleStatusHype
Skill Decision TransformerCode0
Identifying Expert Behavior in Offline Training Datasets Improves Behavioral Cloning of Robotic Manipulation PoliciesCode0
Learning to View: Decision Transformers for Active Object Detection—0
Benchmarks and Algorithms for Offline Preference-Based Reward Learning—0
Offline Evaluation for Reinforcement Learning-based Recommendation: A Critical Issue and Some Alternatives—0
Offline Policy Optimization in RL with Variance Regularizaton—0
Offline Reinforcement Learning via Linear-Programming with Error-Bound Induced Constraints—0
Representation Learning in Deep RL via Discrete Information Bottleneck—0
Bridging the Gap Between Offline and Online Reinforcement Learning Evaluation Methodologies—0
Confidence-Conditioned Value Functions for Offline Reinforcement Learning—0
Benchmarking Offline Reinforcement Learning Algorithms for E-Commerce Order Fraud Evaluation—0
TD3 with Reverse KL Regularizer for Offline Reinforcement Learning from Mixed DatasetsCode0
Launchpad: Learning to Schedule Using Offline and Online RL Methods—0
Offline Policy Evaluation and Optimization under Confounding—0
Offline Reinforcement Learning with Closed-Form Policy Improvement Operators—0
Behavior Estimation from Multi-Source Data for Offline Reinforcement LearningCode0
Is Conditional Generative Modeling all you need for Decision-Making?—0
State-Aware Proximal Pessimistic Algorithms for Offline Reinforcement Learning—0
Offline Q-Learning on Diverse Multi-Task Data Both Scales And Generalizes—0
Domain Generalization for Robust Model-Based Offline Reinforcement Learning—0
On Instance-Dependent Bounds for Offline Reinforcement Learning with Linear Function Approximation—0
A Low Latency Adaptive Coding Spiking Framework for Deep Reinforcement LearningCode0
Offline Reinforcement Learning with Adaptive Behavior Regularization—0
Contextual Transformer for Offline Meta Reinforcement Learning—0
Leveraging Offline Data in Online Reinforcement Learning—0
ARMOR: A Model-based Framework for Improving Arbitrary Baseline Policies with Offline Data—0
Wall Street Tree Search: Risk-Aware Planning for Offline Reinforcement Learning—0
Contrastive Value Learning: Implicit Models for Simple Offline RL—0
Oracle Inequalities for Model Selection in Offline Reinforcement Learning—0
Offline RL With Realistic Datasets: Heteroskedasticity and Support Constraints—0
Behavior Prior Representation learning for Offline Reinforcement LearningCode0
Dual Generator Offline Reinforcement Learning—0
Optimal Conservative Offline RL with General Function Approximation via Augmented Lagrangian—0
Implicit Offline Reinforcement Learning via Supervised Learning—0
The Pump Scheduling Problem: A Real-World Scenario for Reinforcement LearningCode0
Robust Offline Reinforcement Learning with Gradient Penalty and Constraint Relaxation—0
Boosting Offline Reinforcement Learning via Data Rebalancing—0
Data-Efficient Pipeline for Offline Reinforcement Learning with Limited Data—0
Mutual Information Regularized Offline Reinforcement LearningCode0
Model-Based Offline Reinforcement Learning with Pessimism-Modulated Dynamics BeliefCode0
State Advantage Weighting for Offline RL—0
The Role of Coverage in Online Reinforcement Learning—0
Offline Reinforcement Learning with Differentiable Function Approximation is Provably Efficient—0
S2P: State-conditioned Image Synthesis for Data Augmentation in Offline Reinforcement LearningCode0
Offline Reinforcement Learning with Instrumental Variables in Confounded Markov Decision Processes—0
Can Offline Reinforcement Learning Help Natural Language Understanding?—0
Distributionally Robust Offline Reinforcement Learning with Linear Function Approximation—0
Task-Agnostic Learning to Accomplish New Tasks—0
Q-learning Decision Transformer: Leveraging Dynamic Programming for Conditional Sequence Modelling in Offline RL—0
Dialogue Evaluation with Offline Reinforcement Learning—0
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All datasetsD4RLWalker2d

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1KFCAverage Reward81.8—Unverified
2ADMPOAverage Reward81—Unverified
3Decision Transformer (DT)Average Reward73.5—Unverified
#ModelMetricClaimedVerifiedStatus
1ParPID4RL Normalized Score151.4—Unverified