Reinforcement Learning for Robot Dexity

Introduction to RL for Robot Dexity


Learning Dexity


Dexterous Gym


DexPilot

Paper: DexPilot: Vision Based Teleoperation of Dexterous Robotic Hand-Arm System


TriFinger

Paper: TriFinger: An Open-Source Robot for Learning Dexterity

Code: TriFinger Robot Simulation


Multi-Task Reset-Free (MTRF) Learning

Paper: Reset-Free Reinforcement Learning via Multi-Task Learning: Learning Dexterous Manipulation Behaviors without Human Intervention


Dexterous Anthropomorphic Robotic Hand

Blog: Robotic hand can crush beer cans and hold eggs without breaking them

Paper: Integrated linkage-driven dexterous anthropomorphic robotic hand


Robotic Telekinesis

Robotic Telekinesis: Learning a Robotic Hand Imitator by Watching Humans on Youtube


Fixed-Finger Gripper

Paper: F1 Hand: A Versatile Fixed-Finger Gripper for Delicate Teleoperation and Autonomous Grasping


Learning Diverse Dexterous Grasps

Paper: Learning Diverse and Physically Feasible Dexterous Grasps with Generative Model and Bilevel Optimization


ViLa

Blog: https://bangqu.com/9Fa2ra.html


Mobile ALOHA

Paper: Mobile ALOHA: Learning Bimanual Mobile Manipulation with Low-Cost Whole-Body Teleoperation
Github: https://github.com/MarkFzp/mobile-aloha
Code: https://github.com/MarkFzp/act-plus-plus


ALOHA 2

Paper: ALOHA 2: An Enhanced Low-Cost Hardware for Bimanual Teleoperation


ALOHA unleashed

Paper: ALOHA Unleashed: A Simple Recipe for Robot Dexterity
![](<iframe width="942" height="530" src="https://www.youtube.com/embed/1EAsn71O9yA" title="ALOHA Unleashed: Autonomous Policies" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>)


DemoStart

Paper: DemoStart: Demonstration-led auto-curriculum applied to sim-to-real with multi-fingered robots
Blog: Our latest advances in robot dexterity


ReKep

Paper: ReKep: Spatio-Temporal Reasoning of Relational Keypoint Constraints for Robotic Manipulation
Code: https://github.com/huangwl18/ReKep



This site was last updated October 02, 2025.