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Mariah Bradford

PhD Candidate | Researcher in Human-Centered AI

Welcome to my personal website. I am a PhD candidate in Computer Science at Colorado State University with a passion for human-centered AI and collaboration research. My work focuses on understanding how AI systems can better support human collaboration through behavioral modeling and multimodal analysis.

I hold a B.S. in Computer Science and Psychology from Colorado State University (2022) and have been conducting research in AI and human behavior for several years. My research interests include human-centered AI, collaboration research, behavioral modeling, and natural language processing, with a particular focus on understanding team dynamics in collaborative environments.

When I'm not researching, I enjoy exploring the intersection of technology and human behavior, and I believe in the importance of creating AI systems that truly serve human needs and enhance our collaborative capabilities.

Interests & Hobbies

Human-Centered AI Research

Passionate about developing AI systems that understand and enhance human collaboration. My research focuses on modeling individual beliefs and behaviors in team settings using advanced machine learning techniques.

Multimodal Analysis

Fascinated by the intersection of text, speech, and behavioral data. I work on detecting collaborative states and understanding team dynamics through comprehensive multimodal datasets and analysis.

Natural Language Processing

Deeply interested in how language reveals collaboration patterns and team dynamics. My work includes linking deliberation chains in collaborative dialogues and common ground tracking in conversations.

Academic Community

Committed to advancing the field through peer review and conference participation. I serve on program committees for major conferences like COLING and AIED, contributing to the scholarly community.

Curriculum Vitae

Education

Ph.D. in Computer Science

Colorado State University | Expected 2026

Research focus: Human-centered AI, collaboration research, and behavioral modeling

Key coursework: Machine Learning, Statistics, Natural Language Processing

B.S. in Computer Science and Psychology

Colorado State University | 2022

Research focus: Team behavior and human cognition

Key coursework: Research Design, Industrial Psychology

Professional Experience

Graduate Research Assistant

Colorado State University | 2021 - Present

• Assessed team collaboration using advanced machine learning techniques

• Modeled behavior and gained insights from language features

• Developed, collected, and analyzed human-subject datasets

• Developed and demonstrated live AI/ML applications

• Published 18 papers in peer-reviewed conferences and journals

• Worked with government-funded grants (NSF and DARPA)

• Presented work at AI/ML/Education conferences

Key Publications

Recent Publications

Mariah Bradford, Hannah VanderHoeven, Ibrahim Khebour, Videep Venkatesha, Nathaniel Blanchard, and Nikhil Krishnaswamy. (In press). "Tracking Individual Beliefs in Co-Situated Groups Using Multimodal Input." International Conference on Human-Computer Interaction, 2025.

Mariah Bradford, Nikhil Krishnaswamy, and Nathaniel Blanchard. (In press). "The Impact of Background Speech on Interruption Detection in Collaborative Groups." International Conference on Artificial Intelligence in Education, 2025.

Mariah Bradford, Ibrahim Khebour, Nathaniel Blanchard, and Nikhil Krishnaswamy. 2023. "Automatic detection of collaborative states in small groups using multimodal features." International Conference on Artificial Intelligence in Education, Springer, 767–773.

Full list of 20+ publications available upon request.

Awards & Honors

Rising Star Award - Colorado State University

Research Grant: "Collecting Classroom Data for Multimodal Detection of Key CPS Indicators" - Funded $2,500

Service

Program Committee - COLING 2025

Program Committee - LREC-COLING 2024

Program Committee - AIED 2023

Projects & Skills

NSF AI Institute for Student-AI Teaming (iSAT)

Role: Graduate Research Assistant

Working on collaborative AI systems that support student learning through intelligent teaming. Focus on understanding how AI can enhance human-to-human collaboration in educational settings through behavioral modeling and multimodal analysis.

Key Contribution: Automatic detection of collaborative states in small groups using multimodal features

DARPA FACT Program

Role: Graduate Research Assistant

Developing AI systems for analyzing conversational dynamics and accountability in collaborative dialogues. Work focuses on common ground tracking and understanding discourse in team conversations.

Key Contribution: Multimodal discourse analysis of small group friction events

Skills & Competencies

Technical Skills

Python Natural Language Processing Machine Learning Statistical Modeling TensorFlow PyTorch Scikit-learn

Research Skills

Research Design Human-Subject Studies Multimodal Analysis Behavioral Modeling

Professional Skills

Academic Writing Public Speaking Project Management Leadership Collaboration

Contact Information

@
Email
bradford *dot* mariah99 *at* gmail *dot* com
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Location
Fort Collins, CO
Colorado State University
Computer Science Department
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Professional Profiles
LinkedIn | Google Scholar
Research Interests: I am always interested in discussing collaboration opportunities, particularly in the areas of human-centered AI, multimodal collaboration analysis, and behavioral modeling. Please feel free to reach out if you'd like to discuss potential research partnerships or have questions about my work.

I welcome collaboration opportunities, speaking engagements, and discussions about human-centered AI research. Please feel free to reach out via email for the quickest response.