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Tingde Liu · Research Notes — Chinese-language research knowledge base on Embodied AI & Vision-Language Navigation
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🧑💻 Role — Creator & Lead Maintainer Sole maintainer since 2026-01-04. Personally responsible for all content authoring, site engineering, issue triage, and licensing compliance. See MAINTAINERS.md. ⭐ Reach — 76 stars (as of Sept 2026) 718 commits across 9 consecutive active months. 17 research surveys, 6 technical deep-dives, ~57k lines of Markdown, 1003 figures. |
📰 Sustained Delivery — Weekly Digest An ongoing weekly embodied-navigation digest curating new arXiv work into conclusions and a ranked reading list — shipped on a recurring cadence, not a one-off dump. 🛠️ Project Governance Dual-licensed with third-party figure rights explicitly carved out, plus published contributing and security policies. |
🤝 Community Feedback — 5 / 5 resolved (100%), 1–3 day turnaround
Reader reports arrive through an in-article feedback widget. Every one has been verified against the source paper and answered personally — including the one I declined with a stated scope rationale. Full log with links: Community feedback record →
| # | Reporter | Report | Outcome | Days |
|---|---|---|---|---|
| #17 | @feigemicer-cloud | Table failed to render in DL survey | ✅ Fixed — traced to a missing blank line before the table | 1 |
| #8 | @cbcbHH | Proposed adding OnFly (aerial VLN) | ⚖️ Declined — scope is indoor robot VLN; reasoning given | 3 |
| #7 | @11klow | Add paper venues; group by methodology | ✅ Shipped — venue table + interactive tag filter | 1 |
| #6 | @jiangqs472-sketch | AwareVLN SR/SPL/OS mismatched the paper | ✅ Fixed — re-verified against source | 3 |
| #5 | @DAHM7048 | MathJax broken in diffusion section | ✅ Fixed | 3 |
📄 Licensing — MIT for site code · CC BY 4.0 for original writing · third-party paper figures explicitly excluded and left with their original rights holders.
class EmbodiedAIResearcher:
def __init__(self):
self.name = "Tingde Liu"
self.role = "Embodied AI Engineer"
self.research_focus = [
"Vision-Language Navigation (VLN)",
"Robot Agentic Navigation",
"Multimodal Learning"
]
self.current_work = "Building intelligent agents that understand language and navigate physical spaces"
def get_skills(self):
return {
"Languages": ["Python", "C++", "CUDA"],
"Frameworks": ["PyTorch", "ROS", "Habitat-Sim", "NVIDIA Isaac"],
"Research": ["VLN", "Embodied AI", "Multimodal Fusion"],
"Tools": ["Docker", "Weights&Biases", "Isaac Sim", "Gazebo"]
}
def current_mission(self):
return "Bridging the gap between language understanding and robotic navigation 🚀"
# Initialize
researcher = EmbodiedAIResearcher()
print(researcher.current_mission())
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