Optimization by Pairwise Linkage Detection, Incremental Linkage Set, and Restricted / Back Mixing: DSMGA-II Jul 31, 2018 Efficient Exploration
— Unverified Learning to Interrupt: A Hierarchical Deep Reinforcement Learning Framework for Efficient Exploration Jul 30, 2018 Deep Reinforcement Learning Efficient Exploration
— Unverified New/s/leak 2.0 - Multilingual Information Extraction and Visualization for Investigative Journalism Jul 13, 2018 Efficient Exploration
— Unverified Near Optimal Exploration-Exploitation in Non-Communicating Markov Decision Processes Jul 6, 2018 Efficient Exploration
Code Code Available Goal-oriented Trajectories for Efficient Exploration Jul 5, 2018 Efficient Exploration reinforcement-learning
— Unverified Curiosity Driven Exploration of Learned Disentangled Goal Spaces Jul 4, 2018 Diversity Efficient Exploration
Code Code Available Efficient Gradient-Free Variational Inference using Policy Search Jul 1, 2018 Efficient Exploration Variational Inference
Code Code Available Multi-objective Model-based Policy Search for Data-efficient Learning with Sparse Rewards Jun 25, 2018 Continuous Control Efficient Exploration
Code Code Available Scheduled Policy Optimization for Natural Language Communication with Intelligent Agents Jun 16, 2018 Efficient Exploration reinforcement-learning
Code Code Available Meta-Learning for Stochastic Gradient MCMC Jun 12, 2018 Efficient Exploration Meta-Learning
Code Code Available Randomized Value Functions via Multiplicative Normalizing Flows Jun 6, 2018 Efficient Exploration Thompson Sampling
Code Code Available A Web-scale system for scientific knowledge exploration May 30, 2018 Efficient Exploration TAG
— Unverified When Simple Exploration is Sample Efficient: Identifying Sufficient Conditions for Random Exploration to Yield PAC RL Algorithms May 23, 2018 Efficient Exploration Q-Learning
— Unverified Efficient Exploration of Gradient Space for Online Learning to Rank May 18, 2018 Efficient Exploration Learning-To-Rank
— Unverified Exploration by Distributional Reinforcement Learning May 4, 2018 Deep Reinforcement Learning Distributional Reinforcement Learning
— Unverified A Human Mixed Strategy Approach to Deep Reinforcement Learning Apr 5, 2018 Atari Games Deep Reinforcement Learning
— Unverified Variance Networks: When Expectation Does Not Meet Your Expectations Mar 10, 2018 Efficient Exploration Reinforcement Learning
Code Code Available Dimension-Robust MCMC in Bayesian Inverse Problems Mar 9, 2018 Active Learning Efficient Exploration
— Unverified Efficient Exploration through Bayesian Deep Q-Networks Feb 13, 2018 Atari Games Efficient Exploration
Code Code Available Diversity-Driven Exploration Strategy for Deep Reinforcement Learning Feb 13, 2018 Deep Reinforcement Learning Diversity
— Unverified Efficient Bias-Span-Constrained Exploration-Exploitation in Reinforcement Learning Feb 12, 2018 Efficient Exploration reinforcement-learning
Code Code Available Federated Control with Hierarchical Multi-Agent Deep Reinforcement Learning Dec 22, 2017 Deep Reinforcement Learning Efficient Exploration
Code Code Available The Eigenoption-Critic Framework Dec 11, 2017 Efficient Exploration Hierarchical Reinforcement Learning
— Unverified Reinforced dynamics for enhanced sampling in large atomic and molecular systems Dec 10, 2017 Deep Reinforcement Learning Efficient Exploration
— Unverified Noisy Natural Gradient as Variational Inference Dec 6, 2017 Active Learning Efficient Exploration
Code Code Available Uncertainty Estimates for Efficient Neural Network-based Dialogue Policy Optimisation Nov 30, 2017 Deep Reinforcement Learning Dialogue Management
— Unverified Variational Deep Q Network Nov 30, 2017 Efficient Exploration Variational Inference
Code Code Available Efficient exploration with Double Uncertain Value Networks Nov 29, 2017 Efficient Exploration Reinforcement Learning
— Unverified A Compression-Inspired Framework for Macro Discovery Nov 24, 2017 Efficient Exploration Reinforcement Learning
— Unverified BBQ-Networks: Efficient Exploration in Deep Reinforcement Learning for Task-Oriented Dialogue Systems Nov 15, 2017 Deep Reinforcement Learning Efficient Exploration
— Unverified Deep density networks and uncertainty in recommender systems Nov 7, 2017 Collaborative Filtering Efficient Exploration
— Unverified Vector Quantization using the Improved Differential Evolution Algorithm for Image Compression Oct 15, 2017 Efficient Exploration Image Compression
— Unverified Feature Engineering for Predictive Modeling using Reinforcement Learning Sep 21, 2017 Automated Feature Engineering Efficient Exploration
— Unverified Fractional Langevin Monte Carlo: Exploring Levy Driven Stochastic Differential Equations for MCMC Aug 1, 2017 Efficient Exploration
— Unverified Hashing over Predicted Future Frames for Informed Exploration of Deep Reinforcement Learning Jul 3, 2017 Deep Reinforcement Learning Efficient Exploration
— Unverified Protein design by multiobjective optimization: evolutionary and non-evolutionary approaches Jul 1, 2017 Combinatorial Optimization Efficient Exploration
— Unverified Life-iNet: A Structured Network-Based Knowledge Exploration and Analytics System for Life Sciences Jul 1, 2017 Efficient Exploration
— Unverified Noisy Networks for Exploration Jun 30, 2017 Atari Games Deep Reinforcement Learning
Code Code Available Count-Based Exploration in Feature Space for Reinforcement Learning Jun 25, 2017 Atari Games Efficient Exploration
Code Code Available Fractional Langevin Monte Carlo: Exploring Lévy Driven Stochastic Differential Equations for Markov Chain Monte Carlo Jun 12, 2017 Efficient Exploration
— Unverified K-Means Clustering using Tabu Search with Quantized Means Mar 24, 2017 Clustering Efficient Exploration
— Unverified Deep Exploration via Randomized Value Functions Mar 22, 2017 Efficient Exploration reinforcement-learning
— Unverified Data-Efficient Exploration, Optimization, and Modeling of Diverse Designs through Surrogate-Assisted Illumination Feb 13, 2017 Efficient Exploration
Code Code Available Efficient Pose and Cell Segmentation using Column Generation Dec 1, 2016 Cell Segmentation Efficient Exploration
— Unverified Contextual Decision Processes with Low Bellman Rank are PAC-Learnable Oct 29, 2016 Efficient Exploration reinforcement-learning
— Unverified Hands-Free Segmentation of Medical Volumes via Binary Inputs Sep 20, 2016 Efficient Exploration
— Unverified Processing Document Collections to Automatically Extract Linked Data: Semantic Storytelling Technologies for Smart Curation Workflows Sep 1, 2016 Efficient Exploration Entity Linking
— Unverified BBQ-Networks: Efficient Exploration in Deep Reinforcement Learning for Task-Oriented Dialogue Systems Aug 17, 2016 Deep Reinforcement Learning Efficient Exploration
— Unverified Deep Exploration via Bootstrapped DQN Feb 15, 2016 Atari Games Efficient Exploration
Code Code Available Angrier Birds: Bayesian reinforcement learning Jan 6, 2016 Efficient Exploration Q-Learning
Code Code Available 