Better Exploration with Optimistic Actor-Critic Oct 28, 2019 continuous-control Continuous Control
— Unverified Learning Transferable Graph Exploration Oct 28, 2019 Efficient Exploration Reinforcement Learning
— Unverified Dynamic Subgoal-based Exploration via Bayesian Optimization Oct 21, 2019 Bayesian Optimization Efficient Exploration
Code Code Available ConEx: Efficient Exploration of Big-Data System Configurations for Better Performance Oct 17, 2019 Efficient Exploration
Code Code Available Receding Horizon Curiosity Oct 8, 2019 Efficient Exploration Experimental Design
Code Code Available Deep exploration by novelty-pursuit with maximum state entropy Sep 25, 2019 Efficient Exploration MuJoCo
— Unverified Learning to Seek: Autonomous Source Seeking with Deep Reinforcement Learning Onboard a Nano Drone Microcontroller Sep 25, 2019 Autonomous Navigation Deep Reinforcement Learning
Code Code Available Regulatory Focus: Promotion and Prevention Inclinations in Policy Search Sep 25, 2019 Atari Games continuous-control
— Unverified Neural Linear Bandits: Overcoming Catastrophic Forgetting through Likelihood Matching Sep 25, 2019 Efficient Exploration Multi-Armed Bandits
Code Code Available NeuralUCB: Contextual Bandits with Neural Network-Based Exploration Sep 25, 2019 Efficient Exploration Multi-Armed Bandits
— Unverified Learning Index Selection with Structured Action Spaces Sep 16, 2019 Efficient Exploration
— Unverified Biased Estimates of Advantages over Path Ensembles Sep 15, 2019 Atari Games continuous-control
— Unverified n-Regret for Learning in Markov Decision Processes with Function Approximation and Low Bellman Rank Sep 5, 2019 Efficient Exploration Reinforcement Learning
— Unverified Improving a State-of-the-Art Heuristic for the Minimum Latency Problem with Data Mining Aug 28, 2019 Efficient Exploration
— Unverified Learning to Explore in Motion and Interaction Tasks Aug 10, 2019 Efficient Exploration Reinforcement Learning
— Unverified Memory Based Trajectory-conditioned Policies for Learning from Sparse Rewards Jul 24, 2019 Atari Games Diversity
— Unverified Directed Exploration for Reinforcement Learning Jun 18, 2019 Efficient Exploration reinforcement-learning
— Unverified Learning-Driven Exploration for Reinforcement Learning Jun 17, 2019 Efficient Exploration FPS Games
Code Code Available Efficient Exploration via State Marginal Matching Jun 12, 2019 Efficient Exploration Reinforcement Learning
Code Code Available Learning to Score Behaviors for Guided Policy Optimization Jun 11, 2019 Efficient Exploration Imitation Learning
Code Code Available Worst-Case Regret Bounds for Exploration via Randomized Value Functions Jun 7, 2019 Efficient Exploration reinforcement-learning
— Unverified Clustered Reinforcement Learning Jun 6, 2019 Atari Games Clustering
— Unverified Learning Efficient and Effective Exploration Policies with Counterfactual Meta Policy May 28, 2019 counterfactual Efficient Exploration
— Unverified Estimating Risk and Uncertainty in Deep Reinforcement Learning May 23, 2019 Bayesian Inference Deep Reinforcement Learning
Code Code Available Learning Exploration Policies for Model-Agnostic Meta-Reinforcement Learning May 16, 2019 Efficient Exploration Meta Reinforcement Learning
— Unverified Distributional Reinforcement Learning for Efficient Exploration May 13, 2019 Atari Games Distributional Reinforcement Learning
— Unverified Optimizing Routerless Network-on-Chip Designs: An Innovative Learning-Based Framework May 11, 2019 Deep Reinforcement Learning Efficient Exploration
— Unverified Beyond Games: Bringing Exploration to Robots in Real-world May 1, 2019 Efficient Exploration Reinforcement Learning
— Unverified Explicit Recall for Efficient Exploration May 1, 2019 Decision Making Deep Reinforcement Learning
— Unverified The MineRL 2019 Competition on Sample Efficient Reinforcement Learning using Human Priors Apr 22, 2019 Decision Making Deep Reinforcement Learning
Code Code Available Efficient Off-Policy Meta-Reinforcement Learning via Probabilistic Context Variables Mar 19, 2019 Deep Reinforcement Learning Efficient Exploration
Code Code Available Concurrent Meta Reinforcement Learning Mar 7, 2019 Efficient Exploration Meta-Learning
Code Code Available Bayesian Reinforcement Learning via Deep, Sparse Sampling Feb 7, 2019 Efficient Exploration reinforcement-learning
Code Code Available Deep Neural Linear Bandits: Overcoming Catastrophic Forgetting through Likelihood Matching Jan 24, 2019 Decision Making Efficient Exploration
— Unverified Information-Directed Exploration for Deep Reinforcement Learning Dec 18, 2018 Atari Games Deep Reinforcement Learning
Code Code Available Exploration Bonus for Regret Minimization in Undiscounted Discrete and Continuous Markov Decision Processes Dec 11, 2018 Efficient Exploration
— Unverified Playing Text-Adventure Games with Graph-Based Deep Reinforcement Learning Dec 4, 2018 Deep Reinforcement Learning Efficient Exploration
Code Code Available Context-Dependent Upper-Confidence Bounds for Directed Exploration Nov 15, 2018 Efficient Exploration Reinforcement Learning
— Unverified Incentivizing Exploration with Selective Data Disclosure Nov 14, 2018 Efficient Exploration Recommendation Systems
— Unverified DEEPGONET: Multi-label Prediction of GO Annotation for Protein from Sequence Using Cascaded Convolutional and Recurrent Network Oct 31, 2018 Efficient Exploration
— Unverified Multi-Agent Fully Decentralized Value Function Learning with Linear Convergence Rates Oct 17, 2018 Efficient Exploration
— Unverified CURIOUS: Intrinsically Motivated Modular Multi-Goal Reinforcement Learning Oct 15, 2018 Diversity Efficient Exploration
Code Code Available NSGA-Net: Neural Architecture Search using Multi-Objective Genetic Algorithm Oct 8, 2018 Efficient Exploration Neural Architecture Search
Code Code Available Thompson Sampling Algorithms for Cascading Bandits Oct 2, 2018 Efficient Exploration Multi-Armed Bandits
— Unverified Exploration by Uncertainty in Reward Space Sep 27, 2018 Atari Games Efficient Exploration
— Unverified NSGA-Net: A Multi-Objective Genetic Algorithm for Neural Architecture Search Sep 27, 2018 Efficient Exploration Neural Architecture Search
— Unverified CM3: Cooperative Multi-goal Multi-stage Multi-agent Reinforcement Learning Sep 13, 2018 Autonomous Vehicles Efficient Exploration
Code Code Available Directed Exploration in PAC Model-Free Reinforcement Learning Aug 31, 2018 Efficient Exploration model
— Unverified Discovering Context Specific Causal Relationships Aug 20, 2018 Causal Inference Decision Making
— Unverified Count-Based Exploration with the Successor Representation Jul 31, 2018 Atari Games Efficient Exploration
Code Code Available 