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Reinforcement Learning
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Robotics
2069 directly classified papers
Papers per year
2005: 4
2006: 13
2007: 13
2008: 14
2009: 4
2010: 14
2011: 15
2012: 20
2013: 20
2014: 18
2015: 14
2016: 22
2017: 53
2018: 84
2019: 166
2020: 215
2021: 282
2022: 268
2023: 342
2024: 254
2025: 193
2026: 41
Papers
Error-Aware Policy Learning: Zero-Shot Generalization in Partially Observable Dynamic Environments
RSS 2021
Lyapunov-stable neural-network control
RSS 2021
HJB-RL: Initializing Reinforcement Learning with Optimal Control Policies Applied to Autonomous Drone Racing
RSS 2021
Blind Bipedal Stair Traversal via Sim-to-Real Reinforcement Learning
RSS 2021
GIFT: Generalizable Interaction-aware Functional Tool Affordances without Labels
RSS 2021
Scale invariant robot behavior with fractals
RSS 2021
Probabilistic Discriminative Models address the Tactile Perceptual Aliasing Problem
RSS 2021
Droplet: Towards Autonomous Underwater Assembly of Modular Structures
RSS 2021
Auxiliary Tasks for Efficient Learning of Point-Goal Navigation
WACV 2021
Provably Efficient Learning of Transferable Rewards
ICML 2021
Planning and Reinforcement Learning for General-Purpose Service Robots
IJCAI 2021
Adaptive Streaming of 360-Degree Videos With Reinforcement Learning
WACV 2021
Robot Manipulation Learning Using Generative Adversarial Imitation Learning
IJCAI 2021
Visual Tracking of Deepwater Animals Using Machine Learning-Controlled Robotic Underwater Vehicles
WACV 2021
Distributional Depth-Based Estimation of Object Articulation Models
CORL 2021
Deep Residual Reinforcement Learning (Extended Abstract)
IJCAI 2021
Don’t Do What Doesn’t Matter: Intrinsic Motivation with Action Usefulness
IJCAI 2021
PEBBLE: Feedback-Efficient Interactive Reinforcement Learning via Relabeling Experience and Unsupervised Pre-training
ICML 2021
Cross-domain Imitation from Observations
ICML 2021
Average-Reward Reinforcement Learning with Trust Region Methods
IJCAI 2021
Solving Continuous Control with Episodic Memory
IJCAI 2021
Provable Hierarchical Imitation Learning via EM
AISTATS 2021
Model-Based Reinforcement Learning for Infinite-Horizon Discounted Constrained Markov Decision Processes
IJCAI 2021
Deep Reinforcement Learning for Multi-contact Motion Planning of Hexapod Robots
IJCAI 2021
Reinforcement Learning for Sparse-Reward Object-Interaction Tasks in a First-person Simulated 3D Environment
IJCAI 2021
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