activity
20242026
most citedMechanical Intelligence-Aware Curriculum Reinforcement Learning for Humanoids with Parallel Actuation

3 citations · 4 across the 7 of their papers we have counts for

collaborators

8 papers

cs.RO2026

Rapid co-design of Buoyancy-assisted robots for Challenging Locomotion using Gaussian Evolutionary Specialists

Ankit Sinha, Nitish Sontakke, Dennis Hong +2

Designing high-performance legged robots requires jointly optimizing morphology and control. Model-free Reinforcement Learning (RL) offers an alternative to model-predictive contro…

cs.RO2025

MOBIUS: A Multi-Modal Bipedal Robot that can Walk, Crawl, Climb, and Roll

Alexander Schperberg, Yusuke Tanaka, Stefano Di Cairano +1

This paper presents the MOBIUS platform, a bipedal robot capable of walking, crawling, climbing, and rolling. MOBIUS features four limbs, two 6-DoF arms with two-finger grippers fo…

cs.RO2025★ 3 cited

Mechanical Intelligence-Aware Curriculum Reinforcement Learning for Humanoids with Parallel Actuation

Yusuke Tanaka, Alvin Zhu, Quanyou Wang +2

Reinforcement learning (RL) has enabled advances in humanoid robot locomotion, yet most learning frameworks do not account for mechanical intelligence embedded in parallel actuatio…

cs.RO2025

AURA: Autonomous Upskilling with Retrieval-Augmented Agents

Alvin Zhu, Yusuke Tanaka, Andrew Goldberg +1

Designing reinforcement learning curricula for agile robots traditionally requires extensive manual tuning of reward functions, environment randomizations, and training configurati…

cs.RO2025

Buoyant Choreographies: Harmonies of Light, Sound, and Human Connection

Dennis Hong, Yusuke Tanaka

BALLU, the Buoyancy Assisted Lightweight Legged Unit, is a unique legged robot with a helium balloon body and articulated legs \fig{fig:fig1}. Since it is buoyant-assisted, BALLU i…

cs.RO2025

Tethered Variable Inertial Attitude Control Mechanisms through a Modular Jumping Limbed Robot

Yusuke Tanaka, Alvin Zhu, Dennis Hong

This paper presents the concept of a tethered variable inertial attitude control mechanism for a modular jumping-limbed robot designed for planetary exploration in low-gravity envi…

cs.RO2024

Mechanisms and Computational Design of Multi-Modal End-Effector with Force Sensing using Gated Networks

Yusuke Tanaka, Alvin Zhu, Richard Lin +2

In limbed robotics, end-effectors must serve dual functions, such as both feet for locomotion and grippers for grasping, which presents design challenges. This paper introduces a m…

cs.RO2024★ 1 cited

Cycloidal Quasi-Direct Drive Actuator Designs with Learning-based Torque Estimation for Legged Robotics

Alvin Zhu, Yusuke Tanaka, Fadi Rafeedi +1

This paper presents a novel approach through the design and implementation of Cycloidal Quasi-Direct Drive actuators for legged robotics. The cycloidal gear mechanism, with its inh…