asinghcsu - Overview

🤖 AI Research & Innovation Hub

Dr. Aditi Singh | AI Researcher & Computer Science Educator at Cleveland State University

Exploring the frontiers of Artificial Intelligence, Large Language Models (LLMs), AI Agents, and the Agentic Web. Bridging cutting-edge research with practical applications in healthcare, education, and human-AI interaction.

🔬 Current Research Focus

Agentic AI & Agentic Web

Agentic Retrieval-Augmented Generation (RAG) - Survey on agentic RAG systems
Agent Registry Solutions - Centralized, enterprise, and distributed approaches
Interoperability Protocols - MCP, ACP, A2A, and ANP protocols for agent communication

LLM Applications & Fairness

Healthcare & Medicine - LLM-based diagnostic systems and medical applications
Bias Detection & Mitigation - Fairness in AI systems and ethical AI development
Prompt Engineering - Systematic reviews and SWOT analysis of prompting techniques
Multilingual AI - Cross-lingual prompt engineering and NLP tasks

Human-Robot Interaction & Gesture Recognition

Conversational Gestures - Automated recognition of non-emotional head gestures
Synchronized Petri Net Modeling - Multimodal modeling for HRI systems
Gesture Generation - Declarative modeling for robotic gesture synthesis

📊 Research Impact

Publications: 20+ peer-reviewed papers in journals and conferences
Awards: Best Paper Awards (IEEE CCWC), Best Presenter Awards, Researcher Finalist (Women in AI)
Citations: Active researcher with Google Scholar profile
Teaching: AI and Computer Science courses at undergraduate/graduate levels

🚀 Recent Publications

2026

"Agentic AI in Healthcare & Medicine: A Seven-Dimensional Taxonomy for Empirical Evaluation of LLM-based Systems"
"Evolution of AI Agent Registry Solutions: Centralized, Enterprise, and Distributed Approaches"

2024-2025

"Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG"
"Revolutionizing Mental Health Care through LangChain: A Journey with a Large Language Model"
"Enhancing AI Systems with Agentic Workflows Patterns in Large Language Model"
"A Survey of Sustainability in Large Language Models: Applications, Economics, and Challenges"

💼 Academic & Professional Experience

Cleveland State University - Computer Science Educator & AI Researcher

Teaching: Operating Systems, Computer Security, Algorithms, Comparative Programming Languages
Research: Leading AI research initiatives and publishing in top venues
Mentorship: Guiding undergraduate/graduate research projects and independent studies

Research Interests:

🤖 Agentic AI and Multi-Agent Systems
🧠 Large Language Models and Foundation Models
🌐 Agentic Web and Interoperability
🏥 AI in Healthcare and Medicine
🤝 Human-Robot Interaction
⚖️ AI Ethics and Fairness

🛠️ Technical Expertise

AI & Machine Learning

Large Language Models (LLMs)
AI Agents & Agentic Systems
Machine Learning & Deep Learning
Prompt Engineering & Fine-tuning
Computer Vision & Gesture Recognition

Programming & Research Tools

Python (Primary research language)
Academic Writing & LaTeX
Data Analysis & Visualization
Research Methodology & Statistics

Teaching & Education

Computer Science Curriculum Development
AI Education & Pedagogy
Student Research Mentorship
Academic Advising & Career Guidance

🎓 Education & Recognition

Research Awards: Best Paper (IEEE CCWC), Best Presenter, Women in AI Finalist
Academic Service: ACM-W Chapter President, Conference Reviewer, Academic Committees
Professional Certifications: Academic and research credentials in AI/ML
Community Impact: Mentoring through Women in AI and academic organizations

🤝 Research Collaboration

I'm always interested in collaborating on:

🤖 Agentic AI research and development
🏥 Healthcare AI applications
📚 AI education and curriculum development
🔬 Interdisciplinary AI research projects

📈 Research Metrics

Publications: 20+ in AI, LLMs, and HRI
Research Areas: Agentic AI, Healthcare AI, Human-Robot Interaction
Teaching Experience: 10+ years in Computer Science and AI
Student Mentorship: 50+ undergraduate/graduate research projects

🌟 Beyond the Lab

Mentorship: Active in guiding the next generation of AI researchers
Academic Service: Leading initiatives in AI education and diversity
Professional Development: Continuous learning in emerging AI technologies
Community: Contributing to AI ethics, fairness, and responsible AI development

"Advancing AI through rigorous research, ethical innovation, and inclusive education" 🚀

📞 Connect for Research Collaboration

Thank you for visiting my research profile! 🙏 Feel free to reach out for collaborations or discussions on AI research.

📊 Research Focus

My research spans several key areas:

Agentic AI - Agent systems, interoperability protocols, and the Agentic Web
LLM Applications - Healthcare, text-to-SQL, sustainability, and prompt engineering
AI Ethics & Fairness - Bias detection and mitigation in AI systems
Human-Robot Interaction - Gesture recognition and conversational AI

🎓 Education & Recognition

Awards & Honors: Best Paper Awards, Best Presenter Awards, Researcher Finalist (Women in AI)
Teaching: Courses at Cleveland State University and Kent State University
Publications: 20+ papers in journals and conferences
Service: ACM-W, Women in AI, academic committees

🌟 Beyond Research

Mentorship: Guiding students through research projects and career development
Academic Service: Leading student organizations and committees
Community: Active in AI education and diversity initiatives
Learning: Continuously exploring new AI technologies and methodologies

I believe in the power of AI to solve real-world problems while maintaining ethical standards and accessibility. My work bridges cutting-edge research with practical education, ensuring the next generation is well-prepared for the AI-driven future.

🤝 Connect With Me

💡 Support My Work!

You can support my research and educational initiatives by:

⭐ Starring my repositories
📖 Reading and citing my publications
🤝 Connecting and collaborating on AI projects
📧 Reaching out for potential collaborations

"Advancing AI through research, education, and ethical innovation" 🚀

Thank you for visiting my profile! 🙏