FinRL: Deep Reinforcement Learning Framework to Automate Trading in Quantitative Finance Nov 7, 2021 Deep Reinforcement Learning Friction
— Unverified Optimization of the Model Predictive Control Meta-Parameters Through Reinforcement Learning Nov 7, 2021 Model Predictive Control reinforcement-learning
— Unverified A Deep Reinforcement Learning Approach for Composing Moving IoT Services Nov 6, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified d3rlpy: An Offline Deep Reinforcement Learning Library Nov 6, 2021 D4RL Deep Reinforcement Learning
Code Code Available Development of collective behavior in newborn artificial agents Nov 6, 2021 Deep Reinforcement Learning Object Recognition
— Unverified Exponential Bellman Equation and Improved Regret Bounds for Risk-Sensitive Reinforcement Learning Nov 6, 2021 reinforcement-learning Reinforcement Learning (RL)
— Unverified AI-based Radio Resource Management and Trajectory Design for PD-NOMA Communication in IRS-UAV Assisted Networks Nov 6, 2021 Management Reinforcement Learning (RL)
— Unverified Learning to Cooperate with Unseen Agent via Meta-Reinforcement Learning Nov 5, 2021 Meta Reinforcement Learning reinforcement-learning
— Unverified Improving RNA Secondary Structure Design using Deep Reinforcement Learning Nov 5, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified An Algorithmic Theory of Metacognition in Minds and Machines Nov 5, 2021 Bayesian Optimization Reinforcement Learning (RL)
— Unverified Perturbational Complexity by Distribution Mismatch: A Systematic Analysis of Reinforcement Learning in Reproducing Kernel Hilbert Space Nov 5, 2021 Reinforcement Learning (RL)
— Unverified Supervised Advantage Actor-Critic for Recommender Systems Nov 5, 2021 Q-Learning Recommendation Systems
— Unverified Successor Feature Neural Episodic Control Nov 4, 2021 reinforcement-learning Reinforcement Learning
— Unverified Model-Free Risk-Sensitive Reinforcement Learning Nov 4, 2021 Decision Making model
— Unverified Towards Learning to Speak and Hear Through Multi-Agent Communication over a Continuous Acoustic Channel Nov 4, 2021 Language Acquisition Multi-agent Reinforcement Learning
— Unverified Value Function Spaces: Skill-Centric State Abstractions for Long-Horizon Reasoning Nov 4, 2021 Hierarchical Reinforcement Learning reinforcement-learning
— Unverified Control of a fly-mimicking flyer in complex flow using deep reinforcement learning Nov 4, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified Generalization in Dexterous Manipulation via Geometry-Aware Multi-Task Learning Nov 4, 2021 Multi-Task Learning Object
— Unverified Causal versus Marginal Shapley Values for Robotic Lever Manipulation Controlled using Deep Reinforcement Learning Nov 4, 2021 Deep Reinforcement Learning Explainable artificial intelligence
— Unverified Attacking Deep Reinforcement Learning-Based Traffic Signal Control Systems with Colluding Vehicles Nov 4, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified Infinite Time Horizon Safety of Bayesian Neural Networks Nov 4, 2021 reinforcement-learning Reinforcement Learning
Code Code Available Imagine Networks Nov 4, 2021 reinforcement-learning Reinforcement Learning
— Unverified Is Bang-Bang Control All You Need? Solving Continuous Control with Bernoulli Policies Nov 3, 2021 All Benchmarking
— Unverified Image-Guided Navigation of a Robotic Ultrasound Probe for Autonomous Spinal Sonography Using a Shadow-aware Dual-Agent Framework Nov 3, 2021 Anatomy Decision Making
— Unverified Autonomous Attack Mitigation for Industrial Control Systems Nov 3, 2021 Decision Making Deep Reinforcement Learning
— Unverified AlphaD3M: Machine Learning Pipeline Synthesis Nov 3, 2021 AutoML BIG-bench Machine Learning
— Unverified Model-Based Episodic Memory Induces Dynamic Hybrid Controls Nov 3, 2021 model reinforcement-learning
— Unverified Smooth Imitation Learning via Smooth Costs and Smooth Policies Nov 3, 2021 continuous-control Continuous Control
— Unverified Online Service Provisioning in NFV-enabled Networks Using Deep Reinforcement Learning Nov 3, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified Tuning the Weights: The Impact of Initial Matrix Configurations on Successor Features Learning Efficacy Nov 3, 2021 Reinforcement Learning (RL) Representation Learning
— Unverified What Robot do I Need? Fast Co-Adaptation of Morphology and Control using Graph Neural Networks Nov 3, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified OnSlicing: Online End-to-End Network Slicing with Reinforcement Learning Nov 2, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified Robust Dynamic Bus Control: A Distributional Multi-agent Reinforcement Learning Approach Nov 2, 2021 continuous-control Continuous Control
— Unverified Integrating Pretrained Language Model for Dialogue Policy Learning Nov 2, 2021 Language Modeling Language Modelling
— Unverified Learning Multiresolution Matrix Factorization and its Wavelet Networks on Graphs Nov 2, 2021 Reinforcement Learning (RL)
Code Code Available Koopman Q-learning: Offline Reinforcement Learning via Symmetries of Dynamics Nov 2, 2021 D4RL Data Augmentation
— Unverified A Collaborative Multi-agent Reinforcement Learning Framework for Dialog Action Decomposition Nov 1, 2021 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Investigation of Independent Reinforcement Learning Algorithms in Multi-Agent Environments Nov 1, 2021 reinforcement-learning Reinforcement Learning
— Unverified Feedback Attribution for Counterfactual Bandit Learning in Multi-Domain Spoken Language Understanding Nov 1, 2021 counterfactual Multi-agent Reinforcement Learning
— Unverified Decentralized Cooperative Reinforcement Learning with Hierarchical Information Structure Nov 1, 2021 Multi-agent Reinforcement Learning Multi-Armed Bandits
— Unverified Learning to Operate an Electric Vehicle Charging Station Considering Vehicle-grid Integration Nov 1, 2021 Model Predictive Control reinforcement-learning
— Unverified A Generative Framework for Simultaneous Machine Translation Nov 1, 2021 Machine Translation reinforcement-learning
— Unverified Human-Level Control without Server-Grade Hardware Nov 1, 2021 Cloud Computing CPU
Code Code Available Learning Task Sampling Policy for Multitask Learning Nov 1, 2021 reinforcement-learning Reinforcement Learning (RL)
— Unverified Rewards with Negative Examples for Reinforced Topic-Focused Abstractive Summarization Nov 1, 2021 Abstractive Text Summarization Deep Reinforcement Learning
— Unverified Settling the Horizon-Dependence of Sample Complexity in Reinforcement Learning Nov 1, 2021 reinforcement-learning Reinforcement Learning
— Unverified Machine Learning aided Crop Yield Optimization Nov 1, 2021 BIG-bench Machine Learning Deep Reinforcement Learning
— Unverified Neuro-Symbolic Approaches for Text-Based Policy Learning Nov 1, 2021 Reinforcement Learning (RL) text-based games
Code Code Available Decentralized Multi-Agent Reinforcement Learning: An Off-Policy Method Oct 31, 2021 Multi-agent Reinforcement Learning Q-Learning
— Unverified An Actor-Critic Method for Simulation-Based Optimization Oct 31, 2021 Adversarial Attack Reinforcement Learning (RL)
— Unverified 