A curated collection of resources on humanoid robot learning — locomotion, manipulation, whole-body control, and beyond.
Given the similarities between the locomotion of humanoid robots and bipedal robots, we have included some works on bipedal locomotion for reference. In recent research, I have noticed an increasing convergence between humanoid robotics and physics-based animation. I believe this is a highly promising direction for the development of humanoid robots. Therefore, I will be updating this repository with animation works that I find beneficial for humanoid robotics.
Papers • News • Robot Models • Related Lists
| Name | Maker | Formats | License | Meshes | Inertias | Collisions |
|---|---|---|---|---|---|---|
| Bolt | ODRI | URDF | BSD-3-Clause | ✔️ | ✔️ | ✔️ |
| Cassie (MJCF) | Agility Robotics | MJCF | MIT | ✔️ | ✔️ | ✔️ |
| Cassie (URDF) | Agility Robotics | URDF | MIT | ✔️ | ✔️ | ✔️ |
| Spryped | Benjamin Bokser | URDF | GPL-3.0 | ✔️ | ✔️ | ✔️ |
| Upkie | Tast's Robots | URDF | Apache-2.0 | ✔️ | ✔️ | ✔️ |
| Hector | USC DRCL | URDF | BSD-3-Clause | ✔️ | ✔️ | ✔️ |
| SA01 | EngineAI | URDF & MJCF | — | ✔️ | ✔️ | ✔️ |
| Name | Maker | Formats | License | Meshes | Inertias | Collisions |
|---|---|---|---|---|---|---|
| Atlas DRC (v3) | Boston Dynamics | URDF | BSD-3-Clause | ✔️ | ✔️ | ✔️ |
| Atlas v4 | Boston Dynamics | URDF | MIT | ✔️ | ✔️ | ✔️ |
| Digit | Agility Robotics | URDF | ✖️ | ✔️ | ✔️ | ✔️ |
| iCub | IIT | URDF | CC-BY-SA-4.0 | ✔️ | ✔️ | ✔️ |
| JAXON | JSK | COLLADA, URDF, VRML | CC-BY-SA-4.0 | ✔️ | ✔️ | ✔️ |
| JVRC-1 | AIST | MJCF, URDF | BSD-2-Clause | ✔️ | ✔️ | ✔️ |
| NAO | SoftBank Robotics | URDF, Xacro | BSD-3-Clause | — | ✔️ | ✔️ |
| Robonaut 2 | NASA JSC Robotics | URDF | NASA-1.3 | ✔️ | ✔️ | ✔️ |
| Romeo | Aldebaran Robotics | URDF | BSD-3-Clause | ✔️ | ✔️ | ✔️ |
| SigmaBan | Rhoban | URDF | MIT | ✔️ | ✔️ | ✔️ |
| TALOS | PAL Robotics | URDF | LGPL-3.0 | ✔️ | ✔️ | ✔️ |
| Valkyrie | NASA JSC Robotics | URDF, Xacro | NASA-1.3 | ✔️ | ✔️ | ✔️ |
| WALK-MAN | IIT | Xacro | BSD-3-Clause | ✔️ | ✔️ | ✔️ |
| H1 | Unitree | URDF & MJCF, USD | BSD-3-Clause | ✔️ | ✔️ | ✔️ |
| G1 | Unitree | URDF & MJCF | BSD-3-Clause | ✔️ | ✔️ | ✔️ |
| H1-2 (preview) | Unitree | URDF & MJCF | BSD-3-Clause | ✔️ | ✔️ | ✔️ |
| Date | Event |
|---|---|
| 2026-03-16 | NVIDIA GTC 2026: Announcing partnerships with TI to accelerate safe deployment of humanoid robots [Blog] [Robotics 24/7] |
| 2026-03-12 | Tesla unveils third-generation Optimus at AWE 2026 in Shanghai, featuring 22-DoF hands and 8-hour battery life [News] |
| 2026-01-27 | Figure AI introduces Helix 02: Full-Body Autonomy, achieving 67 consecutive hours of autonomous work [Website] |
| 2026-01 | NVIDIA unveils Isaac GR00T N1.6 foundation model for humanoid robots at CES 2026 [Project] [Github] [HuggingFace] |
| 2025-08 | The First Humanoid Robot Games [Website] |
| 2025-07-30 | X-Humanoid releases Humanoid Occupancy, a generalized multimodal perception system [Project] |
| 2025-07-27 | Unitree announces their new robot R1 [Website] |
| 2025-03-19 | Boston Dynamics — Walk, Run, Crawl, RL Fun | Atlas [Youtube] |
| 2025-02-18 | Unitree G1 Continues to Dance Despite All Obstacles [YouTube] |
| 2025-02-14 | Unitree's G1 Humanoid Robots are RUNNING Now [YouTube] |
| 2024-12-24 | Boston Dynamics — Happy Holidays 2024 [YouTube] |
| 2024-12-13 | Meta Releases humanoid Env and Project [Project] |
| 2024-11-30 | Tesla Optimus Robot Catching a Ball [Youtube] |
| 2024-11-06 | XPENG unveils its advanced humanoid AI Robot Iron [News] [Youtube] |
| 2024-10-24 | EngineAI demonstrates a very natural gait [YouTube] [bilibili] |
| 2024-10-24 | AgibotTech open-source their hardware design schematics and training framework [Github] |
| 2024-10-11 | Tesla 'We, Robot' [Youtube] |
| 2024-08-21 | World Robot Conference in Beijing, 27 humanoid robots participated [WRC2024] |
| 2024-07-05 | Humanoid robot vanguard matrix & Optimus at WAIC 2024 [YouTube] |
| 2024-07-04 | Figure x BMW Group's Spartanburg Plant [YouTube] |
| 2024-05-14 | Unitree G1 Humanoid Agent | AI Avatar [YouTube] |
| 2024-04-17 | All New Atlas | Boston Dynamics [YouTube] [IEEE Spectrum] |
| 2024-04-16 | Farewell to HD Atlas — For almost a decade, Atlas has sparked our imagination [YouTube] |
| 2024-04-08 | Sanctuary AI — Phoenix at Human-Equivalent Speed [YouTube] |
| 2024-03-20 | Unitree H1 — The World's First Full-size Motor Drive Humanoid Robot Flips on Ground [YouTube] |
| 2024-03-18 | NVIDIA showcases humanoid robots at GTC 2024 and announces GR00T [Project] [Video] |
| 2024-03-06 | Robot Era releases humanoid reinforcement sim2real code [Project] [Code] |
| 2024-03-02 | Unitree H1 Breaking humanoid robot speed world record [YouTube] |
| 2024-02-29 | PNDbotics announces their humanoid robot 'Adam' [Project] [Paper] [YouTube] |
| 2024-01-19 | Figure announces commercial agreement with BMW Manufacturing [PR Newswire] |
| 2024-01-16 | Tesla Optimus Bot Folds Laundry [X] [YouTube] |
| Title | Links | |
|---|---|---|
WBC |
ULTRA: Unified Multimodal Control for Autonomous Humanoid Whole-Body Loco-Manipulation | [paper] |
Manipulation |
HumDex: Humanoid Dexterous Manipulation Made Easy | [paper] [code] |
Manipulation |
UniHM: Unified Dexterous Hand Manipulation with Vision Language Model | [paper] [project] |
Loco-Manipulation |
Cybo-Waiter: A Physical Agentic Framework for Humanoid Whole-Body Locomotion-Manipulation | [paper] |
Locomotion |
Perceptive Humanoid Parkour: Chaining Dynamic Human Skills via Motion Matching | [paper] |
WBC |
FAST: General Humanoid Whole-Body Control via Pretraining and Fast Adaptation | [paper] |
Locomotion |
Now You See That: Learning End-to-End Humanoid Locomotion from Raw Pixels | [paper] |
WBC |
XHugWBC: Scalable and General Whole-Body Control for Cross-Humanoid Locomotion | [paper] |
WBC |
EAGLE: Embodiment-Aware Generalist Specialist Distillation for Unified Humanoid WBC | [paper] [project] |
Loco-Manipulation |
PILOT: A Perceptive Integrated Low-level Controller for Loco-manipulation | [paper] |
| Title | Links | |
|---|---|---|
WBC |
EGM: Efficiently Learning General Motion Tracking Policy for High Dynamic Humanoid WBC | [paper] |
VLA |
WholeBodyVLA: Towards Unified Latent VLA for Whole-Body Loco-Manipulation Control | [paper] |
Locomotion |
Gait-Adaptive Perceptive Humanoid Locomotion with Real-Time Under-Base Terrain Reconstruction | [paper] [project] |
Teleoperation |
Learning Adaptive Neural Teleoperation for Humanoid Robots | [paper] |
WBC |
BFM-Zero: A Promptable Behavioral Foundation Model for Humanoid Control | [paper] |
WBC |
SONIC: Supersizing Motion Tracking for Natural Humanoid Whole-Body Control | [paper] |
WBC |
Behavior Foundation Model for Humanoid Robots | [paper] |
Manipulation |
Dexterous Robotic Piano Playing at Scale | [paper] |
Sim |
GaussGym: An open-source real-to-sim framework for learning locomotion from pixels | [paper] |
WBC |
AdaMimic: Towards Adaptable Humanoid Control via Adaptive Motion Tracking | [project] |
WBC |
PhysHSI: Towards a Real-World Generalizable and Natural Humanoid-Scene Interaction | [project] [code] |
Locomotion |
DPL: Depth-only Perceptive Humanoid Locomotion via Realistic Depth Synthesis | [paper] |
Retargeting |
Retargeting Matters: General Motion Retargeting for Humanoid Motion Tracking | [paper] [code] |
Loco-Manipulation |
OmniRetarget: Interaction-Preserving Data Generation for Humanoid WB Loco-Manipulation | [project] [paper] |
WBC |
Track Any Motions under Any Disturbances | [paper] |
WBC |
KungfuBot 2: Learning Versatile Motion Skills for Humanoid Whole-Body Control | [project] |
WBC |
DreamControl: Human-Inspired WB Humanoid Control for Scene Interaction via Guided Diffusion | [project] [paper] [code] |
WBC |
HDMI: Learning Interactive Humanoid Whole-Body Control from Human Videos | [project] [paper] [code] |
Locomotion |
Attention-Based Map Encoding for Learning Generalized Legged Locomotion | [paper] Science Robotics |
Imitation |
GBC: Generalized Behavior-Cloning Framework for Whole-Body Humanoid Imitation | [paper] |
WBC |
BeyondMimic: From Motion Tracking to Versatile Humanoid Control via Guided Diffusion | [project] [paper] [code] |
Perception |
Humanoid Occupancy: Enabling Generalized Multimodal Occupancy Perception on Humanoid Robots | [project] |
Survey |
A Survey of Behavior Foundation Model: Next-Gen WBC System of Humanoid Robots | [paper] |
Foundation |
Fast Adaptation with Behavioral Foundation Models | [paper] |
WBC |
UniTracker: Learning Universal Whole-Body Motion Tracker for Humanoid Robots | [paper] |
Manipulation |
TACT: Humanoid Whole-body Contact Manipulation through Deep Imitation Learning with Tactile | [paper] |
WBC |
General Motion Tracking for Humanoid Whole-Body Control | [project] [paper] [code] |
Loco-Manipulation |
SkillBlender: Towards Versatile Humanoid WB Loco-Manipulation via Skill Blending | [paper] [project] [code] |
WBC |
R2S2: Unleashing Humanoid Reaching Potential via Real-world-Ready Skill Space | [project] [paper] [code] |
Teleoperation |
CLONE: Closed-Loop Whole-Body Humanoid Teleoperation for Long-Horizon Tasks | [project] |
Locomotion |
Hold My Beer: Learning Gentle Humanoid Locomotion and End-Effector Stabilization | [paper] [project] [code] |
Locomotion |
One Policy but Many Worlds: A Scalable Unified Policy for Versatile Humanoid Locomotion | [paper] [project] |
Locomotion |
TD-GRPC: Temporal Difference Learning with Group Relative Policy Constraint | [paper] |
Locomotion |
HuB: Learning Extreme Humanoid Balance | [paper] |
Loco-Manipulation |
FALCON: Learning Force-Adaptive Humanoid Loco-Manipulation | [paper] [project] |
Locomotion |
Let Humanoids Hike! Integrative Skill Development on Complex Trails | [paper] [project] |
Locomotion |
Towards Embodiment Scaling Laws for Robot Locomotion | [paper] |
Teleoperation |
TWIST: Teleoperated Whole-Body Imitation System | [paper] [project] |
WBC |
AMO: Adaptive Motion Optimization for Hyper-Dexterous Humanoid Whole-Body Control | [paper] [project] |
Imitation |
Visual Imitation Enables Contextual Humanoid Control | [paper] [project] |
WBC |
LangWBC: Language-directed Humanoid Whole-Body Control via End-to-end Learning | [paper] [video] |
Loco-Manipulation |
Physically Consistent Humanoid Loco-Manipulation using Latent Diffusion Models | [paper] |
Perception |
RoboOcc: Enhancing the Geometric and Semantic Scene Understanding for Robots | [paper] |
Locomotion |
ALMI: Adversarial Locomotion and Motion Imitation for Humanoid Policy Learning | [paper] [project] |
Locomotion |
Robust Humanoid Walking on Compliant and Uneven Terrain with Deep RL | [paper] [code] |
Hardware |
RUKA: Rethinking the Design of Humanoid Hands with Learning | [paper] |
Locomotion |
Teacher Motion Priors: Enhancing Robot Locomotion over Challenging Terrain | [paper] |
RL |
GROVE: A Generalized Reward for Learning Open-Vocabulary Physical Skill | [paper] [project] |
WBC |
FLAM: Foundation Model-Based Body Stabilization for Humanoid Locomotion and Manipulation | [paper] [project] |
Animation |
Think-Then-React: Towards Unconstrained Human Action-to-Reaction Generation | [paper] |
Perception |
EmbodiedVSR: Dynamic Scene Graph-Guided Chain-of-Thought Reasoning for Visual Spatial Tasks | [paper] |
Manipulation |
Humanoids in Hospitals: A Technical Study of Humanoid Surrogates for Medical Interventions | [paper] [project] |
Imitation |
Humanoid Policy ~ Human Policy | [paper] [project] |
Locomotion |
Natural Humanoid Robot Locomotion with Generative Motion Prior | [paper] [project] |
Imitation |
NIL: No-data Imitation Learning by Leveraging Pre-trained Video Diffusion Models | [paper] |
Imitation |
RILe: Reinforced Imitation Learning | [paper] |
Teleoperation |
NuExo: A Wearable Exoskeleton for Data Collection and Teleoperation of Humanoid Robots | [paper] |
Perception |
HumanoidPano: Hybrid Spherical Panoramic-LiDAR Cross-Modal Perception | [paper] |
Locomotion |
Distillation-PPO: A Novel Two-Stage RL Framework for Humanoid Perceptive Locomotion | [paper] |
System |
Trinity: A Modular Humanoid Robot AI System | [paper] |
RL |
LiPS: Large-Scale Humanoid Robot RL with Parallel-Series Structures | [paper] |
Dataset |
Kaiwu: A Multimodal Manipulation Dataset and Framework for Robot Learning | [paper] |
Benchmark |
BEHAVIOR Robot Suite: Streamlining Real-World WB Manipulation for Household Activities | [paper] [project] |
Locomotion |
Learning Perceptive Humanoid Locomotion over Challenging Terrain | [paper] |
Locomotion |
Learning Getting-Up Policies for Real-World Humanoid Robots | [project] |
Locomotion |
VB-Com: Learning Vision-Blind Composite Humanoid Locomotion | [paper] |
Planning |
Diffusion-based Planning with Learned Viability Filters | [paper] |
WBC |
InterMimic: Towards Universal Whole-Body Control for Physics-Based Human-Object Interactions | [paper] [project] |
Locomotion |
HiFAR: Multi-Stage Curriculum Learning for High-Dynamics Humanoid Fall Recovery | [paper] |
Locomotion |
Think on your feet: Seamless Transition between Human-like Locomotion | [paper] |
Locomotion |
Learning Humanoid Locomotion with World Model Reconstruction | [paper] |
Locomotion |
COMPASS: Cross-embOdiment Mobility Policy via Residual RL and Skill Synthesis | [paper] |
Locomotion |
Humanoid Whole-Body Locomotion on Narrow Terrain via Dynamic Balance and RL | [paper] [project] |
Locomotion |
BeamDojo: Learning Agile Humanoid Locomotion on Sparse Footholds | [paper] [project] |
Teleoperation |
HOMIE: Humanoid Loco-Manipulation with Isomorphic Exoskeleton Cockpit | [paper] [project] |
Survey |
Humanoid Locomotion and Manipulation: Current Progress and Challenges | [paper] |
WBC |
ASAP: Aligning Simulation and Real-World Physics for Agile Humanoid WB Skills | [project] [code] |
WBC |
Embrace Collisions: Humanoid Shadowing for Deployable Contact-Agnostic Motions | [paper] |
Locomotion |
Learning Getting-Up Policies for Real-World Humanoid Robots | [paper] |
2024 (click to expand)
| Title | Links | |
|---|---|---|
Teleoperation |
ARMADA: Augmented Reality for Robot Manipulation and Robot-Free Data Acquisition | [project] |
Perception |
ARMOR: Egocentric Perception for Humanoid Robot Collision Avoidance and Motion Planning | [paper] |
WBC |
Exbody2: Advanced Expressive Humanoid Whole-Body Control | [project] |
WBC |
Mobile-TeleVision: Predictive Motion Priors for Humanoid Whole-Body Control | [project] |
Foundation |
Zero-Shot Whole-Body Humanoid Control via Behavioral Foundation Models | [project] [code] [paper] |
WBC |
HOVER: Versatile Neural Whole-Body Controller for Humanoid Robots | [project] |
Locomotion |
PIM: Learning Humanoid Locomotion with Perceptive Internal Model | [project] |
Locomotion |
Learning Humanoid Locomotion over Challenging Terrain | [paper] |
Locomotion |
One Policy to Run Them All: End-to-end Multi-Embodiment Locomotion | [paper] [code] CoRL |
Locomotion |
DiffuseLoco: Real-Time Legged Locomotion Control with Diffusion | [paper] CoRL |
Manipulation |
Generalizable Humanoid Manipulation with Improved 3D Diffusion Policies | [paper] |
Imitation |
OKAMI: Teaching Humanoid Robots Manipulation Skills through Single Video Imitation | [paper] CoRL |
Locomotion |
Learning Smooth Humanoid Locomotion through Lipschitz-Constrained Policies | [project] [paper] [code] |
RL |
Stage-Wise Reward Shaping for Acrobatic Robots: Constrained Multi-Objective RL | [paper] |
Animation |
MaskedMimic: Unified Physics-Based Character Control Through Masked Motion Inpainting | [project] [paper] SIGGRAPH |
Locomotion |
Adapting Humanoid Locomotion over Challenging Terrain via Two-Phase Training | [project] CoRL |
Animation |
Robot Motion Diffusion Model: Motion Generation for Robotic Characters | [project] SIGGRAPH |
Survey |
Teleoperation of Humanoid Robots: A Survey | [paper] |
Animation |
VMP: Versatile Motion Priors for Robustly Tracking Motion on Physical Characters | [project] SIGGRAPH |
MPC |
Tailoring Solution Accuracy for Fast Whole-body MPC of Legged Robots | [paper] [video] |
Locomotion |
Advancing Humanoid Locomotion: Mastering Challenging Terrains with Denoising World Model | [paper] RSS |
Animation |
Design and Control of a Bipedal Robotic Character | [paper] [video] RSS |
Teleoperation |
Open-TeleVision: Teleoperation with Immersive Active Visual Feedback | [project] |
Locomotion |
Learning Generic and Dynamic Locomotion of Humanoids Across Discrete Terrains | [paper] [video] |
Imitation |
HumanPlus: Humanoid Shadowing and Imitation from Humans | [project] [paper] [code] |
WBC |
WoCoCo: Learning Whole-Body Humanoid Control with Sequential Contacts | [project] [paper] |
Teleoperation |
OmniH2O: Universal and Dexterous Human-to-Humanoid Whole-Body Teleoperation | [project] [paper] |
Locomotion |
Humanoid Parkour Learning | [project] |
WBC |
Hierarchical World Models as Visual Whole-Body Humanoid Controllers | [paper] [code] |
Locomotion |
Toward Understanding Key Estimation in Learning Robust Humanoid Locomotion | [paper] |
Retargeting |
Unsupervised Neural Motion Retargeting for Humanoid Teleoperation | [paper] |
Survey |
Deep Reinforcement Learning for Bipedal Locomotion: A Brief Survey | [paper] |
Locomotion |
Revisiting Reward Design and Evaluation for Robust Humanoid Standing and Walking | [project] [paper] |
Sim2Real |
Humanoid-Gym: RL for Humanoid Robot with Zero-Shot Sim2Real Transfer | [paper] [code] |
Survey |
Humanoid Robots at work: where are we? | [paper] |
Manipulation |
Diffusing in Someone Else's Shoes: Robotic Perspective Taking with Diffusion | [paper] |
Manipulation |
Large Language Models for Orchestrating Bimanual Robots | [paper] |
Locomotion |
Humanoid Locomotion as Next Token Prediction | [paper] |
Benchmark |
HumanoidBench: Simulated Humanoid Benchmark for WB Locomotion and Manipulation | [project] [paper] [code] |
Teleoperation |
Learning Human-to-Humanoid Real-Time Whole-Body Teleoperation | [paper] [video] |
Locomotion |
RL for Versatile, Dynamic, and Robust Bipedal Locomotion Control | [paper] [video] |
Imitation |
Whole-body Humanoid Robot Locomotion with Human Reference | [project] [paper] [video] |
Imitation |
Expressive Whole-Body Control for Humanoid Robots | [project] [paper] |
2023 (click to expand)
| Title | Links | |
|---|---|---|
Generative |
Hierarchical generative modelling for autonomous robots | [paper] Nature Machine Intelligence |
Locomotion |
Optimizing Bipedal Locomotion for The 100m Dash With Comparison to Human Running | [paper] ICRA |
Locomotion |
Learning Vision-Based Bipedal Locomotion for Challenging Terrain | [paper] |
Imitation |
Development of a Whole-body Work Imitation Learning System by a Biped and Bi-armed Humanoid | [paper] [project] IROS |
Locomotion |
Learning Bipedal Walking for Humanoids with Current Feedback | [paper] [code] |
Locomotion |
Learning Humanoid Locomotion with Transformers | [paper] |
Teleoperation |
Deep Imitation Learning for Humanoid Loco-manipulation through Human Teleoperation | [paper] [project] [code] Humanoid |
RL |
Benchmarking Potential Based Rewards for Learning Humanoid Locomotion | [paper] ICRA |
Locomotion |
Learning Complex Motor Skills for Legged Robot Fall Recovery | [paper] IEEE-RAL |
2022 (click to expand)
| Title | Links | |
|---|---|---|
Imitation |
MoCapAct: A Multi-Task Dataset for Simulated Humanoid Control | [paper] [project] |
Imitation |
Imitate and Repurpose: Learning Reusable Robot Movement Skills | [paper] |
Sim2Real |
NeRF2Real: Sim2real Transfer of Vision-guided Bipedal Motion Skills | [paper] |
Locomotion |
Learning Bipedal Walking On Planned Footsteps For Humanoid Robots | [paper] [code] |
Sim2Real |
Dynamic Bipedal Maneuvers through Sim-to-Real Reinforcement Learning | [paper] |
Sim2Real |
Sim-to-Real Learning of Compliant Bipedal Locomotion on Torque Sensor-Less Humanoid | [paper] |
Locomotion |
Towards Real Robot Learning in the Wild: A Case Study in Bipedal Locomotion | [paper] PMLR |
Platform |
Learning to Walk in Minutes Using Massively Parallel Deep RL | [paper] [code] PMLR |
Sim2Real |
Sim-to-Real Learning of Footstep-Constrained Bipedal Dynamic Walking | [paper] ICRA |
Animation |
ASE: Large-Scale Reusable Adversarial Skill Embeddings | [paper] ACM SIGGRAPH |
Imitation |
Custom Sine Waves Are Enough for Imitation Learning of Bipedal Gaits | [paper] ICMA |
MPC |
Deep RL for Model Predictive Controller Based on Disturbed SRBM of Biped Robots | [paper] Machines |
RL |
Improving Sample Efficiency of Deep RL for Bipedal Walking | [paper] [code] IEEE-RAS |
Sim2Real |
Dynamic Bipedal Turning through Sim-to-Real Reinforcement Learning | [paper] IEEE-RAS |
Locomotion |
Learning Bipedal Walking On Planned Footsteps For Humanoid Robots | [paper] [code] IEEE-RAS |
RL |
Parallel Deep RL Method for Gait Control of Biped Robot | [paper] TCAS-II |
Locomotion |
Linear Policies are Sufficient to Realize Robust Bipedal Walking | [paper] IEEE-RAL |
2021 (click to expand)
| Title | Links | |
|---|---|---|
Sim2Real |
Pushing the Limits: Running at 3.2m/s on Cassie | [paper] |
Sim2Real |
RL for Robust Parameterized Locomotion Control of Bipedal Robots | [paper] ICRA |
Locomotion |
Sim-to-Real Learning of All Common Bipedal Gaits via Periodic Reward Composition | [paper] ICRA |
Locomotion |
Deepwalk: Omnidirectional bipedal gait by deep reinforcement learning | [paper] ICRA |
Locomotion |
Robust Feedback Motion Policy Design Using RL on a 3D Digit Bipedal Robot | [paper] IROS |
Sim2Real |
Blind Bipedal Stair Traversal via Sim-to-Real Reinforcement Learning | [paper] RSS |
Locomotion |
Learning Task Space Actions for Bipedal Locomotion | [paper] ICRA |
2020 (click to expand)
| Title | Links | |
|---|---|---|
Sim2Real |
Learning Memory-Based Control for Human-Scale Bipedal Locomotion | [paper] [code] RSS |
Sim2Real |
Learning Locomotion Skills for Cassie: Iterative Design and Sim-to-Real | [paper] PMLR |
Locomotion |
Learning Natural Locomotion Behaviors for Humanoid Robots Using Human Bias | [paper] IEEE-RAL |
Manipulation |
Grasping Field: Learning Implicit Representations for Human Grasps | [paper] 3DV |
2019 (click to expand)
| Title | Links | |
|---|---|---|
Sim2Real |
Sim-to-Real Transfer for Biped Locomotion | [paper] IROS |
WBC |
Catch & Carry: Reusable Neural Controllers for Vision-Guided Whole-Body Tasks | [paper] SIGGRAPH |
Locomotion |
Learning Agile and Dynamic Motor Skills for Legged Robots | [paper] [code] Science Robotics |
2018 (click to expand)
| Title | Links | |
|---|---|---|
WBC |
Learning Whole-body Motor Skills for Humanoids | [paper] IEEE RAS |
| Repository | Description |
|---|---|
| awesome-isaac-gym | Resources for NVIDIA Isaac Gym |
| Hybrid Robotics Publications | Berkeley Hybrid Robotics Lab |
| RL-in-Robotics | Reinforcement Learning in Robotics |
| bipedal-robot-learning | Bipedal robot learning collection |
| Awesome Quadrupedal Robots | Quadrupedal robot resources |
| Awesome-Implicit-NeRF-Robotics | NeRF in Robotics |
| Legged-Robots | Legged robot resources |
| Awesome Robot Descriptions | Robot model descriptions |
| awesome-legged-locomotion | Legged locomotion learning |
| awesome-humanoid-manipulation | Humanoid manipulation resources |
Contributions are warmly welcomed! If you find a missing paper, news, or robot model, please open a Pull Request or Issue.
When adding a new paper, please follow this format in the corresponding year's table:
| `Category` | **Paper Title** | [[paper](url)] [[project](url)] [[code](url)] |