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Volume 87: Conference on Robot Learning, 29-31 October 2018,
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Editors: Aude Billard, Anca Dragan, Jan Peters, Jun Morimoto
Driving Policy Transfer via Modularity and Abstraction
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:1-15
;Personalized Dynamics Models for Adaptive Assistive Navigation Systems
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:16-39
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Few-Shot Goal Inference for Visuomotor Learning and Planning
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:40-52
;Neural Modular Control for Embodied Question Answering
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:53-62
;Visual Curiosity: Learning to Ask Questions to Learn Visual Recognition
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:63-80
;Guided Feature Transformation (GFT): A Neural Language Grounding Module for Embodied Agents
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:81-98
;Grasp2Vec: Learning Object Representations from Self-Supervised Grasping
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:99-112
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Energy-Based Hindsight Experience Prioritization
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:113-122
;Including Uncertainty when Learning from Human Corrections
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:123-132
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Deep Drone Racing: Learning Agile Flight in Dynamic Environments
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:133-145
;HDNET: Exploiting HD Maps for 3D Object Detection
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:146-155
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Motion Perception in Reinforcement Learning with Dynamic Objects
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:156-168
;Particle Filter Networks with Application to Visual Localization
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:169-178
;Sparse Gaussian Process Temporal Difference Learning for Marine Robot Navigation
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:179-189
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Fast 3D Modeling with Approximated Convolutional Kernels
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:190-199
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Unpaired Learning of Dense Visual Depth Estimators for Urban Environments
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:200-212
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Learning over Subgoals for Efficient Navigation of Structured, Unknown Environments
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:213-222
;Inferring geometric constraints in human demonstrations
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:223-236
;Conditional Affordance Learning for Driving in Urban Environments
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:237-252
;Modular Vehicle Control for Transferring Semantic Information Between Weather Conditions Using GANs
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:253-269
;GPU-Accelerated Robotic Simulation for Distributed Reinforcement Learning
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:270-282
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Feature Learning for Scene Flow Estimation from LIDAR
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:283-292
;PAC-Bayes Control: Synthesizing Controllers that Provably Generalize to Novel Environments
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:293-305
;Deep Object Pose Estimation for Semantic Robotic Grasping of Household Objects
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:306-316
;SPNets: Differentiable Fluid Dynamics for Deep Neural Networks
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:317-335
;A Data-Efficient Approach to Precise and Controlled Pushing
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:336-345
;Learning Deployable Navigation Policies at Kilometer Scale from a Single Traversal
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:346-361
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Risk-Aware Active Inverse Reinforcement Learning
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:362-372
;Dense Object Nets: Learning Dense Visual Object Descriptors By and For Robotic Manipulation
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:373-385
;Bayesian RL for Goal-Only Rewards
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:386-398
;Benchmarks for reinforcement learning in mixed-autonomy traffic
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:399-409
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Intervention Aided Reinforcement Learning for Safe and Practical Policy Optimization in Navigation
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:410-421
;Reinforcement Learning of Active Vision for Manipulating Objects under Occlusions
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:422-431
;Adaptable replanning with compressed linear action models for learning from demonstrations
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:432-442
;Automorphing Kernels for Nonstationarity in Mapping Unstructured Environments
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:443-455
;Leveraging Deep Visual Descriptors for Hierarchical Efficient Localization
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:456-465
;The Lyapunov Neural Network: Adaptive Stability Certification for Safe Learning of Dynamical Systems
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:466-476
;Learning 6-DoF Grasping and Pick-Place Using Attention Focus
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:477-486
;Curiosity Driven Exploration of Learned Disentangled Goal Spaces
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:487-504
;Mapping Navigation Instructions to Continuous Control Actions with Position-Visitation Prediction
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:505-518
;Batch Active Preference-Based Learning of Reward Functions
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:519-528
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Learning Audio Feedback for Estimating Amount and Flow of Granular Material
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:529-550
;HybridNet: Integrating Model-based and Data-driven Learning to Predict Evolution of Dynamical Systems
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:551-560
;Benchmarking Reinforcement Learning Algorithms on Real-World Robots
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:561-591
;Learning Neural Parsers with Deterministic Differentiable Imitation Learning
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:592-604
;Learning to Localize Using a LiDAR Intensity Map
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:605-616
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Model-Based Reinforcement Learning via Meta-Policy Optimization
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:617-629
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Reinforcement Learning of Phase Oscillators for Fast Adaptation to Moving Targets
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:630-640
;Global Search with Bernoulli Alternation Kernel for Task-oriented Grasping Informed by Simulation
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:641-650
;Scalable Deep Reinforcement Learning for Vision-Based Robotic Manipulation
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:651-673
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Reward Estimation for Variance Reduction in Deep Reinforcement Learning
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:674-699
;Domain Randomization for Simulation-Based Policy Optimization with Transferability Assessment
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:700-713
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Grounding Robot Plans from Natural Language Instructions with Incomplete World Knowledge
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:714-723
;Learning What Information to Give in Partially Observed Domains
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:724-733
;Sim-to-Real Reinforcement Learning for Deformable Object Manipulation
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:734-743
;Expanding Motor Skills using Relay Networks
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:744-756
;Efficient Hierarchical Robot Motion Planning Under Uncertainty and Hybrid Dynamics
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:757-766
;SURREAL: Open-Source Reinforcement Learning Framework and Robot Manipulation Benchmark
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:767-782
;Task-Embedded Control Networks for Few-Shot Imitation Learning
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:783-795
;Learning under Misspecified Objective Spaces
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:796-805
;Composable Action-Conditioned Predictors: Flexible Off-Policy Learning for Robot Navigation
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:806-816
;Sim-to-Real Transfer with Neural-Augmented Robot Simulation
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:817-828
;Bayesian Generalized Kernel Inference for Terrain Traversability Mapping
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:829-838
;Multi-objective Model-based Policy Search for Data-efficient Learning with Sparse Rewards
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:839-855
;Modular meta-learning
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:856-868
;Dyadic collaborative Manipulation through Hybrid Trajectory Optimization
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:869-878
;ROBOTURK: A Crowdsourcing Platform for Robotic Skill Learning through Imitation
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:879-893
;Integrating kinematics and environment context into deep inverse reinforcement learning for predicting off-road vehicle trajectories
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:894-905
;Multiple Interactions Made Easy (MIME): Large Scale Demonstrations Data for Imitation
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:906-915
;Policies Modulating Trajectory Generators
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:916-926
;A Physically-Consistent Bayesian Non-Parametric Mixture Model for Dynamical System Learning
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:927-946
;IntentNet: Learning to Predict Intention from Raw Sensor Data
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:947-956
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Interpretable Latent Spaces for Learning from Demonstration
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:957-968
;ESIM: an Open Event Camera Simulator
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:969-982
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Robustness via Retrying: Closed-Loop Robotic Manipulation with Self-Supervised Learning
Proceedings of The 2nd Conference on Robot Learning, PMLR 87:983-993
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