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Deep Reinforcement Learning

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TitleStatusHype
SocialAI: Benchmarking Socio-Cognitive Abilities in Deep Reinforcement Learning Agents—0
A Novel Deep Reinforcement Learning Based Stock Direction Prediction using Knowledge Graph and Community Aware Sentiments—0
Drone swarm patrolling with uneven coverage requirements—0
Optimal Power Allocation for Rate Splitting Communications with Deep Reinforcement Learning—0
Applications of the Free Energy Principle to Machine Learning and Neuroscience—0
Understanding Adversarial Attacks on Observations in Deep Reinforcement LearningCode0
DRILL-- Deep Reinforcement Learning for Refinement Operators in ALC—0
UAV-assisted Online Machine Learning over Multi-Tiered Networks: A Hierarchical Nested Personalized Federated Learning Approach—0
Expert Q-learning: Deep Reinforcement Learning with Coarse State Values from Offline Expert Examples—0
Continuous Control with Deep Reinforcement Learning for Autonomous Vessels—0
A nonlinear hidden layer enables actor-critic agents to learn multiple paired association navigationCode0
Hierarchically Integrated Models: Learning to Navigate from Heterogeneous Robots—0
Provably Efficient Representation Selection in Low-rank Markov Decision Processes: From Online to Offline RL—0
Reinforcement Learning for Physical Layer CommunicationsCode0
Off-Policy Reinforcement Learning with Delayed Rewards—0
Interpretable Model-based Hierarchical Reinforcement Learning using Inductive Logic Programming—0
Emphatic Algorithms for Deep Reinforcement Learning—0
LAU-Net: Latitude Adaptive Upscaling Network for Omnidirectional Image Super-Resolution—0
ColorRL: Reinforced Coloring for End-to-End Instance Segmentation—0
Learning the Non-Differentiable Optimization for Blind Super-Resolution—0
Non-Robust Feature Mapping in Deep Reinforcement Learning—0
Multi-Task Learning for User Engagement and Adoption in Live Video Streaming EventsCode0
Deep Reinforcement Learning Models Predict Visual Responses in the Brain: A Preliminary Result—0
Prediction-Free, Real-Time Flexible Control of Tidal Lagoons through Proximal Policy Optimisation: A Case Study for the Swansea Lagoon—0
Strategically-timed State-Observation Attacks on Deep Reinforcement Learning Agents—0
Adversarially Trained Neural Policies in the Fourier Domain—0
Deep Reinforcement Learning Based Optimization for IRS Based UAV-NOMA Downlink Networks—0
Modelling resource allocation in uncertain system environment through deep reinforcement learning—0
Many Agent Reinforcement Learning Under Partial Observability—0
Deep reinforcement learning with automated label extraction from clinical reports accurately classifies 3D MRI brain volumes—0
A Deep Reinforcement Learning Approach towards Pendulum Swing-up Problem based on TF-Agents—0
A Reinforcement Learning Approach for an IRS-assisted NOMA Network—0
Real-time Adversarial Perturbations against Deep Reinforcement Learning Policies: Attacks and DefensesCode0
Analysis and Optimisation of Bellman Residual Errors with Neural Function Approximation—0
Deep reinforcement learning on a multi-asset environment for trading—0
Population-coding and Dynamic-neurons improved Spiking Actor Network for Reinforcement Learning—0
On Multi-objective Policy Optimization as a Tool for Reinforcement Learning: Case Studies in Offline RL and Finetuning—0
Analysis of a Target-Based Actor-Critic Algorithm with Linear Function Approximation—0
Poisoning Deep Reinforcement Learning Agents with In-Distribution Triggers—0
User-Guided Personalized Image Aesthetic Assessment based on Deep Reinforcement Learning—0
On-Policy Deep Reinforcement Learning for the Average-Reward Criterion—0
Learning-Aided Heuristics Design for Storage System—0
Learning on Abstract Domains: A New Approach for Verifiable Guarantee in Reinforcement Learning—0
Intrinsic Control of Variational Beliefs in Dynamic Partially-Observed Visual Environments—0
Density-Based Bonuses on Learned Representations for Reward-Free Exploration in Deep Reinforcement Learning—0
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning—0
A3C-S: Automated Agent Accelerator Co-Search towards Efficient Deep Reinforcement Learning—0
DRLD-SP: A Deep Reinforcement Learning-based Dynamic Service Placement in Edge-Enabled Internet of Vehicles—0
Courteous Behavior of Automated Vehicles at Unsignalized Intersections via Reinforcement Learning—0
Data-driven battery operation for energy arbitrage using rainbow deep reinforcement learning—0
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