Update README.md

README.md

@@ -1,3 +1,56 @@
----
-license: mit
----
+---
+license: mit
+task_categories:
+- robotics
+tags:
+- AI
+- Robotics
+- Embodied
+---
+## IROS 2021 Accepted Paper Meta Info Dataset
+
+This dataset is collect from the IROS 2021-2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (https://ieeexplore.ieee.org/xpl/conhome/9981026/proceeding) as well as the arxiv website DeepNLP paper arxiv (http://www.deepnlp.org/content/paper/iros2021). For researchers who are interested in doing analysis of IROS 2021 accepted papers and potential trends, you can use the already cleaned up json files. Each row contains the meta information of a paper in the IROS 2021 conference. To explore more AI & Robotic papers (NIPS/ICML/ICLR/IROS/ICRA/etc) and AI equations, feel free to navigate the Equation Search Engine (http://www.deepnlp.org/search/equation) as well as the AI Agent Search Engine to find the deployed AI Apps and Agents (http://www.deepnlp.org/search/agent) in your domain. 
+
+
+Equations Latex code and Papers Search Engine
+![AI Equations and Search Portal](https://raw.githubusercontent.com/AI-Agent-Hub/AI-Agent-Marketplace/refs/heads/main/docs/equation_search_portal.jpg)
+
+
+### Meta Information of Json File of Paper
+
+```
+
+{
+    "title": "Learning-based Localizability Estimation for Robust LiDAR Localization",
+    "detail_url": "https://ieeexplore.ieee.org/document/9982257/",
+    "author_list": ["Julian Nubert", "Etienne Walther", "Shehryar Khattak", "Marco Hutter", "Julian Nubert", "Etienne Walther", "Shehryar Khattak", "Marco Hutter"],
+    "abstract": "LiDAR-based localization and mapping is one of the core components in many modern robotic systems due to the direct integration of range and geometry, allowing for precise motion estimation and generation of high quality maps in real-time. Yet, as a consequence of insufficient environmental constraints present in the scene, this dependence on geometry can result in localization failure, happening ..."
+}
+```
+
+
+## Related
+
+## AI Agent Marketplace and Search
+[AI Agent Marketplace and Search](http://www.deepnlp.org/search/agent) <br>
+[Robot Search](http://www.deepnlp.org/search/robot) <br>
+[Equation and Academic search](http://www.deepnlp.org/search/equation) <br>
+[AI & Robot Comprehensive Search](http://www.deepnlp.org/search) <br>
+[AI & Robot Question](http://www.deepnlp.org/question) <br>
+[AI & Robot Community](http://www.deepnlp.org/community) <br>
+[AI Agent Marketplace Blog](http://www.deepnlp.org/blog/ai-agent-marketplace-and-search-portal-reviews-2025) <br>
+
+## AI Agent Reviews
+[AI Agent Marketplace Directory](http://www.deepnlp.org/store/ai-agent) <br>
+[Microsoft AI Agents Reviews](http://www.deepnlp.org/store/pub/pub-microsoft-ai-agent) <br>
+[Claude AI Agents Reviews](http://www.deepnlp.org/store/pub/pub-claude-ai-agent) <br>
+[OpenAI AI Agents Reviews](http://www.deepnlp.org/store/pub/pub-openai-ai-agent) <br>
+[Saleforce AI Agents Reviews](http://www.deepnlp.org/store/pub/pub-salesforce-ai-agent) <br>
+[AI Agent Builder Reviews](http://www.deepnlp.org/store/ai-agent/ai-agent-builder) <br>
+
+## AI Equation
+[List of AI Equations and Latex](http://www.deepnlp.org/equation/category/ai) <br>
+[List of Math Equations and Latex](http://www.deepnlp.org/equation/category/math) <br>
+[List of Physics Equations and Latex](http://www.deepnlp.org/equation/category/physics) <br>
+[List of Statistics Equations and Latex](http://www.deepnlp.org/equation/category/statistics) <br>
+[List of Machine Learning Equations and Latex](http://www.deepnlp.org/equation/category/machine%20learning) <br>