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πŸ€– AI Research & Innovation Hub

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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.

πŸ”¬ 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

πŸ“Š 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

πŸš€ 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"

πŸ’Ό 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:

  • πŸ€– Agentic AI and Multi-Agent Systems
  • 🧠 Large Language Models and Foundation Models
  • 🌐 Agentic Web and Interoperability
  • πŸ₯ AI in Healthcare and Medicine
  • 🀝 Human-Robot Interaction
  • βš–οΈ AI Ethics and Fairness

πŸ› οΈ 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

πŸŽ“ 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:

  • πŸ€– Agentic AI research and development
  • πŸ₯ Healthcare AI applications
  • πŸ“š AI education and curriculum development
  • πŸ”¬ Interdisciplinary AI research projects

πŸ“ˆ 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" πŸš€

πŸ“ž Connect for Research Collaboration

LinkedIn Google Scholar ResearchGate Email


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

πŸ“Š 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

πŸŽ“ 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

LinkedIn Google Scholar ResearchGate X (Twitter) Email

πŸ’‘ Support My Work!

You can support my research and educational initiatives by:

  • ⭐ Starring my repositories
  • πŸ“– Reading and citing my publications
  • 🀝 Connecting and collaborating on AI projects
  • πŸ“§ Reaching out for potential collaborations

"Advancing AI through research, education, and ethical innovation" πŸš€

Thank you for visiting my profile! πŸ™

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