Humanoid locomotion and manipulation: Current progress and challenges in control, planning, and learning
Humanoid robots have great potential to perform various human-level skills. These skills
involve locomotion, manipulation, and cognitive capabilities. Driven by advances in machine …
involve locomotion, manipulation, and cognitive capabilities. Driven by advances in machine …
Whole-body humanoid robot locomotion with human reference
Recently, humanoid robots have made significant advances in their ability to perform
challenging tasks due to the deployment of Reinforcement Learning (RL), however, the …
challenging tasks due to the deployment of Reinforcement Learning (RL), however, the …
Expressive whole-body control for humanoid robots
Can we enable humanoid robots to generate rich, diverse, and expressive motions in the
real world? We propose to learn a whole-body control policy on a human-sized robot to …
real world? We propose to learn a whole-body control policy on a human-sized robot to …
Berkeley humanoid: A research platform for learning-based control
We introduce Berkeley Humanoid, a reliable and low-cost mid-scale humanoid research
platform for learning-based control. Our lightweight, in-house-built robot is designed …
platform for learning-based control. Our lightweight, in-house-built robot is designed …
Deep Reinforcement Learning for Bipedal Locomotion: A Brief Survey
Bipedal robots are garnering increasing global attention due to their potential applications
and advancements in artificial intelligence, particularly in Deep Reinforcement Learning …
and advancements in artificial intelligence, particularly in Deep Reinforcement Learning …
Learning human-to-humanoid real-time whole-body teleoperation
We present Human to Humanoid (H2O), a reinforcement learning (RL) based framework that
enables real-time whole-body teleoperation of a full-sized humanoid robot with only an RGB …
enables real-time whole-body teleoperation of a full-sized humanoid robot with only an RGB …
Exbody2: Advanced expressive humanoid whole-body control
This paper enables real-world humanoid robots to maintain stability while performing
expressive motions like humans do. We propose ExBody2, a generalized whole-body …
expressive motions like humans do. We propose ExBody2, a generalized whole-body …
Mimicking-bench: A benchmark for generalizable humanoid-scene interaction learning via human mimicking
Learning generic skills for humanoid robots interacting with 3D scenes by mimicking human
data is a key research challenge with significant implications for robotics and real-world …
data is a key research challenge with significant implications for robotics and real-world …
A Biomechanics-Inspired Approach to Soccer Kicking for Humanoid Robots
Soccer kicking is a complex whole-body motion that requires intricate coordination of
various motor actions. To accomplish such dynamic motion in a humanoid robot, the robot …
various motor actions. To accomplish such dynamic motion in a humanoid robot, the robot …
Revisiting Reward Design and Evaluation for Robust Humanoid Standing and Walking
A necessary capability for humanoid robots is the ability to stand and walk while rejecting
natural disturbances. Recent progress has been made using sim-to-real reinforcement …
natural disturbances. Recent progress has been made using sim-to-real reinforcement …