Enhanced Pub/Sub Communications for Massive IoT Traffic with SARSA Reinforcement Learning Jan 3, 2021 reinforcement-learning Reinforcement Learning (RL)
— Unverified 0Effective Communications: A Joint Learning and Communication Framework for Multi-Agent Reinforcement Learning over Noisy Channels Jan 2, 2021 Deep Reinforcement Learning Multi-agent Reinforcement Learning
— Unverified 0Context-Aware Safe Reinforcement Learning for Non-Stationary Environments Jan 2, 2021 Meta-Learning reinforcement-learning
— Unverified 0Reinforcement Learning for Flexibility Design Problems Jan 2, 2021 Decision Making reinforcement-learning
— Unverified 0Partial Off-Policy Learning: Balance Accuracy and Diversity for Human-Oriented Image Captioning Jan 1, 2021 Diversity Generative Adversarial Network
— Unverified 0Faults in Deep Reinforcement Learning Programs: A Taxonomy and A Detection Approach Jan 1, 2021 Deep Reinforcement Learning Fault Detection
Code Code Available 0Deep Reinforcement Learning-based Anti-jamming Power Allocation in a Two-cell NOMA Network Jan 1, 2021 Deep Reinforcement Learning Q-Learning
— Unverified 0A Survey on Deep Reinforcement Learning for Audio-Based Applications Jan 1, 2021 Audio Signal Processing Deep Reinforcement Learning
— Unverified 0Inverse reinforcement learning for autonomous navigation via differentiable semantic mapping and planning Jan 1, 2021 Autonomous Driving Autonomous Navigation
— Unverified 0When Is Generalizable Reinforcement Learning Tractable? Jan 1, 2021 reinforcement-learning Reinforcement Learning
— Unverified 0UPDeT: Universal Multi-agent RL via Policy Decoupling with Transformers Jan 1, 2021 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified 0RMIX: Risk-Sensitive Multi-Agent Reinforcement Learning Jan 1, 2021 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified 0Multi-Agent Trust Region Learning Jan 1, 2021 Atari Games MuJoCo
Code Code Available 1Batch Reinforcement Learning Through Continuation Method Jan 1, 2021 global-optimization reinforcement-learning
— Unverified 0Hierarchical Meta Reinforcement Learning for Multi-Task Environments Jan 1, 2021 Deep Reinforcement Learning Hierarchical Reinforcement Learning
Code Code Available 0Cross-Modal Domain Adaptation for Reinforcement Learning Jan 1, 2021 Domain Adaptation MuJoCo
Code Code Available 1Learning to Observe with Reinforcement Learning Jan 1, 2021 Decision Making reinforcement-learning
— Unverified 0A Simple Sparse Denoising Layer for Robust Deep Learning Jan 1, 2021 Deep Learning Denoising
— Unverified 0A REINFORCEMENT LEARNING FRAMEWORK FOR TIME DEPENDENT CAUSAL EFFECTS EVALUATION IN A/B TESTING Jan 1, 2021 Reinforcement Learning (RL)
— Unverified 0Intrinsically Guided Exploration in Meta Reinforcement Learning Jan 1, 2021 Deep Reinforcement Learning Efficient Exploration
— Unverified 0A Reduction Approach to Constrained Reinforcement Learning Jan 1, 2021 Diversity reinforcement-learning
— Unverified 0Invariant Representations for Reinforcement Learning without Reconstruction Jan 1, 2021 Causal Inference MuJoCo
— Unverified 0Guiding Representation Learning in Deep Generative Models with Policy Gradients Jan 1, 2021 Reinforcement Learning (RL) Representation Learning
— Unverified 0FactoredRL: Leveraging Factored Graphs for Deep Reinforcement Learning Jan 1, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified 0Exploring Transferability of Perturbations in Deep Reinforcement Learning Jan 1, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified 0Daylight: Assessing Generalization Skills of Deep Reinforcement Learning Agents Jan 1, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified 0Incremental Policy Gradients for Online Reinforcement Learning Control Jan 1, 2021 Policy Gradient Methods reinforcement-learning
— Unverified 0An Examination of Preference-based Reinforcement Learning for Treatment Recommendation Jan 1, 2021 reinforcement-learning Reinforcement Learning
— Unverified 0CAT-SAC: Soft Actor-Critic with Curiosity-Aware Entropy Temperature Jan 1, 2021 MuJoCo Reinforcement Learning (RL)
— Unverified 0Explainable Reinforcement Learning Through Goal-Based Explanations Jan 1, 2021 reinforcement-learning Reinforcement Learning
— Unverified 0Cross-State Self-Constraint for Feature Generalization in Deep Reinforcement Learning Jan 1, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified 0Alpha-DAG: a reinforcement learning based algorithm to learn Directed Acyclic Graphs Jan 1, 2021 reinforcement-learning Reinforcement Learning (RL)
— Unverified 0Constrained Reinforcement Learning With Learned Constraints Jan 1, 2021 reinforcement-learning Reinforcement Learning
— Unverified 0Error Controlled Actor-Critic Method to Reinforcement Learning Jan 1, 2021 continuous-control Continuous Control
— Unverified 0Learning to Explore with Pleasure Jan 1, 2021 Bayesian Optimisation BIG-bench Machine Learning
— Unverified 0Learning Efficient Planning-based Rewards for Imitation Learning Jan 1, 2021 Atari Games continuous-control
— Unverified 0Average Reward Reinforcement Learning with Monotonic Policy Improvement Jan 1, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified 0Learning from Demonstrations with Energy based Generative Adversarial Imitation Learning Jan 1, 2021 Imitation Learning reinforcement-learning
— Unverified 0Deep Reinforcement Learning With Adaptive Combined Critics Jan 1, 2021 continuous-control Continuous Control
— Unverified 0Entropic Risk-Sensitive Reinforcement Learning: A Meta Regret Framework with Function Approximation Jan 1, 2021 Efficient Exploration reinforcement-learning
— Unverified 0Discrete Predictive Representation for Long-horizon Planning Jan 1, 2021 Deep Reinforcement Learning Object
— Unverified 0BRAC+: Going Deeper with Behavior Regularized Offline Reinforcement Learning Jan 1, 2021 Offline RL reinforcement-learning
— Unverified 0Compute- and Memory-Efficient Reinforcement Learning with Latent Experience Replay Jan 1, 2021 Atari Games Deep Reinforcement Learning
— Unverified 0Learning Predictive Communication by Imagination in Networked System Control Jan 1, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified 0Learning Safe Policies with Cost-sensitive Advantage Estimation Jan 1, 2021 Reinforcement Learning (RL)
— Unverified 0Adaptive Multi-model Fusion Learning for Sparse-Reward Reinforcement Learning Jan 1, 2021 Prediction reinforcement-learning
— Unverified 0Understanding and Leveraging Causal Relations in Deep Reinforcement Learning Jan 1, 2021 Decision Making Deep Reinforcement Learning
— Unverified 0Self-Supervised Continuous Control without Policy Gradient Jan 1, 2021 continuous-control Continuous Control
— Unverified 0Unbiased learning with State-Conditioned Rewards in Adversarial Imitation Learning Jan 1, 2021 continuous-control Continuous Control
— Unverified 0TEAC: Intergrating Trust Region and Max Entropy Actor Critic for Continuous Control Jan 1, 2021 continuous-control Continuous Control
Code Code Available 0