Accept Synthetic Objects as Real: End-to-End Training of Attentive Deep Visuomotor Policies for Manipulation in Clutter Sep 24, 2019 Data Augmentation Imitation Learning
Code Code Available Distributed-Training-and-Execution Multi-Agent Reinforcement Learning for Power Control in HetNet Dec 15, 2022 Deep Reinforcement Learning Multi-agent Reinforcement Learning
Code Code Available Distributed Transmission Control for Wireless Networks using Multi-Agent Reinforcement Learning May 13, 2022 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available Competitive Multi-agent Inverse Reinforcement Learning with Sub-optimal Demonstrations Jan 7, 2018 reinforcement-learning Reinforcement Learning
Code Code Available Automated Discovery of Local Rules for Desired Collective-Level Behavior Through Reinforcement Learning Jul 25, 2020 reinforcement-learning Reinforcement Learning (RL)
Code Code Available How to Build User Simulators to Train RL-based Dialog Systems Sep 3, 2019 Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Learning to Execute: Efficient Learning of Universal Plan-Conditioned Policies in Robotics Nov 15, 2021 Learning to Execute Reinforcement Learning (RL)
Code Code Available Distributional constrained reinforcement learning for supply chain optimization Feb 3, 2023 Distributional Reinforcement Learning Policy Gradient Methods
Code Code Available Towards Abstractive Timeline Summarisation using Preference-based Reinforcement Learning Nov 14, 2022 reinforcement-learning Reinforcement Learning
Code Code Available AIXIjs: A Software Demo for General Reinforcement Learning May 22, 2017 General Reinforcement Learning OpenAI Gym
Code Code Available A Novel Approach to Curiosity and Explainable Reinforcement Learning via Interpretable Sub-Goals Apr 14, 2021 Generative Adversarial Network reinforcement-learning
Code Code Available A Deep Multi-Agent Reinforcement Learning Approach to Autonomous Separation Assurance Mar 17, 2020 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available Financial Trading as a Game: A Deep Reinforcement Learning Approach Jul 8, 2018 Deep Reinforcement Learning reinforcement-learning
Code Code Available How to Make Deep RL Work in Practice Oct 25, 2020 Deep Reinforcement Learning reinforcement-learning
Code Code Available Distributionally Robust Off-Dynamics Reinforcement Learning: Provable Efficiency with Linear Function Approximation Feb 23, 2024 Reinforcement Learning (RL)
Code Code Available Leveraging class abstraction for commonsense reinforcement learning via residual policy gradient methods Jan 28, 2022 Knowledge Graphs Policy Gradient Methods
Code Code Available How to pick the domain randomization parameters for sim-to-real transfer of reinforcement learning policies? Mar 28, 2019 Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Competing for pixels: a self-play algorithm for weakly-supervised segmentation May 26, 2024 Binary Classification Image Segmentation
Code Code Available How to Sense the World: Leveraging Hierarchy in Multimodal Perception for Robust Reinforcement Learning Agents Oct 7, 2021 Atari Games Deep Reinforcement Learning
Code Code Available Comparison of Reinforcement Learning algorithms applied to the Cart Pole problem Oct 3, 2018 reinforcement-learning Reinforcement Learning
Code Code Available Interactive Query-Assisted Summarization via Deep Reinforcement Learning Jul 1, 2022 Deep Reinforcement Learning Informativeness
Code Code Available Distributional Reinforcement Learning for Energy-Based Sequential Models Dec 18, 2019 Distributional Reinforcement Learning reinforcement-learning
Code Code Available Learning Multimodal Transition Dynamics for Model-Based Reinforcement Learning May 1, 2017 Model-based Reinforcement Learning reinforcement-learning
Code Code Available Learning Multi-Objective Curricula for Robotic Policy Learning Oct 6, 2021 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Distributional Reinforcement Learning for Multi-Dimensional Reward Functions Oct 26, 2021 Distributional Reinforcement Learning reinforcement-learning
Code Code Available A Deeper Look at Experience Replay Dec 4, 2017 Atari Games Deep Reinforcement Learning
Code Code Available Distributional Reinforcement Learning with Regularized Wasserstein Loss Feb 1, 2022 Atari Games Distributional Reinforcement Learning
Code Code Available Learning Multiresolution Matrix Factorization and its Wavelet Networks on Graphs Nov 2, 2021 Reinforcement Learning (RL)
Code Code Available Distributional Reinforcement Learning with Quantile Regression Oct 27, 2017 Atari Games Distributional Reinforcement Learning
Code Code Available Leveraging Demonstrations for Deep Reinforcement Learning on Robotics Problems with Sparse Rewards Jul 27, 2017 Deep Reinforcement Learning reinforcement-learning
Code Code Available Deep Reinforcement Learning for Multi-Domain Dialogue Systems Nov 26, 2016 Deep Reinforcement Learning reinforcement-learning
Code Code Available Deep Reinforcement Learning for Multi-class Imbalanced Training May 24, 2022 Deep Reinforcement Learning imbalanced classification
Code Code Available AC-Teach: A Bayesian Actor-Critic Method for Policy Learning with an Ensemble of Suboptimal Teachers Sep 9, 2019 Deep Reinforcement Learning Reinforcement Learning
Code Code Available HRL4IN: Hierarchical Reinforcement Learning for Interactive Navigation with Mobile Manipulators Oct 24, 2019 Hierarchical Reinforcement Learning reinforcement-learning
Code Code Available Comparison of Model-Free and Model-Based Learning-Informed Planning for PointGoal Navigation Dec 17, 2022 Deep Reinforcement Learning model
Code Code Available Learning Natural Language Generation with Truncated Reinforcement Learning Jul 1, 2022 Language Modeling Language Modelling
Code Code Available Distributional Reward Estimation for Effective Multi-Agent Deep Reinforcement Learning Oct 14, 2022 Deep Reinforcement Learning Multi-agent Reinforcement Learning
Code Code Available HTMRL: Biologically Plausible Reinforcement Learning with Hierarchical Temporal Memory Sep 18, 2020 reinforcement-learning Reinforcement Learning
Code Code Available Automated Curriculum Learning by Rewarding Temporally Rare Events Mar 19, 2018 Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Interactive Semantic Parsing for If-Then Recipes via Hierarchical Reinforcement Learning Aug 21, 2018 Hierarchical Reinforcement Learning reinforcement-learning
Code Code Available A Critical Investigation of Deep Reinforcement Learning for Navigation Feb 7, 2018 Deep Reinforcement Learning Navigate
Code Code Available Combining Reinforcement Learning and Optimal Transport for the Traveling Salesman Problem Mar 2, 2022 Combinatorial Optimization Deep Learning
Code Code Available DistSPECTRL: Distributing Specifications in Multi-Agent Reinforcement Learning Systems Jun 28, 2022 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available Latent Guided Sampling for Combinatorial Optimization Jun 4, 2025 Combinatorial Optimization Drug Discovery
Code Code Available Deep Reinforcement Learning for Mention-Ranking Coreference Models Sep 27, 2016 coreference-resolution Coreference Resolution
Code Code Available Combining Automated Optimisation of Hyperparameters and Reward Shape Jun 26, 2024 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Automata Learning meets Shielding Dec 4, 2022 Q-Learning Reinforcement Learning (RL)
Code Code Available Combined Reinforcement Learning via Abstract Representations Sep 12, 2018 reinforcement-learning Reinforcement Learning
Code Code Available Latent Intention Dialogue Models May 29, 2017 reinforcement-learning Reinforcement Learning
Code Code Available Learning Diverse Options via InfoMax Termination Critic Oct 6, 2020 Continuous Control Diversity
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