COI Summer Research Day

Session 1: AI-Driven Digital Health: Digital Twins & Immersive Technologies

Session Chair: Dr. Sharad Sharma/ Dana Thomas

Session 2: Human-Centered AI: Immersive Health, Mobile, and Neural Interfaces

Session Chair: Dr. Fred McMahan 

Session 3: AI, Human-Centered Computing, and Neuro Gaming

Session Chair: Dr. Pretom Ovi 

Session 4: UNT AI-Summer Research Program

Session Chair: Dr. Mark Albert 

Closing Remarks

Integrated Immersive XR Research Platform for Behavioral, Cognitive, and Human-Centered Studies

Physio Twin: AI-Driven Personal Health Digital Twin

Real-Time Workout Monitoring, Anomaly Detection, Emotion Detection, and time series analysis using Mobile Devices

Knowledge-Graph-Aware Federated Learning for Privacy-Preserving LLM Adaptation

Gamification in Higher Education: The Impact of Bonus Point Incentives on Student Motivation

Comparing Behavioral and Physiological Responses to Real vs. Virtual Opponents in the Split-or-Steal Game

Large Language Models for Automated Fact-Checking Article Generation

1. Protocol-Aware Integration of Cardiac Organoid Data with LLM Agents
   */**Sriprajnav Koduri, Yunhe Feng, Adam Yang
2. Automated AI-Based Scoring for Upper Limb Function in Children with Arthrogryposis Multiplex Congenita
   **Zuhair Siddiqui, Ishani Tamma,  *Archishman Sai Vemula, Yongni Zhang, Sindhu Siripurapu, Noemi Dahan-Oliel, Mark V. Albert
3. EpiOmics-ID(Multi Omics Cancer): Training an AI Model to Identify Cancer Based on Provided Multi-Omics Data and Epigenetic Data
   */**Saathvik Syamsundar, Rajiv Azad
4. AI based amorphous structure generation using diffusion model + GNN
   */**Ayush Kumar, Cuicui Zhang, Jincheng Du
5. Telegram as an Early-Warning Signal for Conflict Forecasting
   **Minhaj Masuma, *Tara Pai, Medha Engala, Poli Nemkova
6. Integrating Real-Time Context into Language Models for Dynamic Response Generation
   **Yashaswini Sreenivasa Shetty, *Sawyer Alston, Sreeja Kanuganti, Anirban Saha Anik, Xiaoying Song, Lingzi Hong
7. Examining Dermatology Image Generation Capabilities of Generative AI Across Skin Tones
   */** Tevin Billingsley, Yunhe Feng
8. GaitLens: Machine Learning for Smartphone-Based Gait Quality Assessment
   Audrey Asu , */**Jemin Sung, Sindhu Siripuraru, Madison Drenowatz, Rita Patterson, Mark V. Albert
9. DyGraphTrans: A temporal graph representation learning framework for modeling disease progression from Electronic Health Records
   */** Pooja Lamsal, Tahmina Rahman, Serdar Bozdag
10. Benchmarking Explainable AI Methods for PHQ-8 Depression Prediction
    *Nuzhat Tabassum, **Hiyab Wasyhun
11. Metacognitive Signal Fidelity: A Framework for Evaluating Self-Monitoring in LLM Agents
    */**Koushik Reddy Sudireddy, Rishik Bogala, Poli Nemkova
12. Automated Software Engineering with Large Language Models
    */**Abhiram Makkapati, Junhua Ding
13. Exploring the Abstention Ability of LLMs using Scientific Reasoning in Critical Fields
    **Landen Summers, *Haeseon Yoon, Yunhe Feng
14. Vulnerabilities of ROS2 In Autonomous Systems
    **Omieibi Pollyn, *Samantha Gallardo, Cliff Whitworth, Kewei Sha
15. FedPFT: Federated Prompt-Driven Feature Transformation for Non-IID Biomedical Image Classification
    */**Sai Raman, Jing Yuan
16. TULSA: Tongue Ultrasound Learning through Self-Supervised Adaptation for Generalizable Speech Sound Classification
    Rohitha Aradhyula, */**Ansh Kapadia, Manasa Pochamaina, Mark V. Albert, Hedieh Hashemi Hosseinabad

People with a "*" will be the presenters.

Integrated Immersive XR Research Platform for Behavioral, Cognitive, and Human-Centered Studies

Physio Twin: AI-Driven Personal Health Digital Twin

Knowledge-Graph-Aware Federated Learning for Privacy-Preserving LLM Adaptation

Real-Time Workout Monitoring, Anomaly Detection, Emotion Detection, and time series analysis using Mobile Devices

Immersive VR Health Adherence Simulator for Adult Medication Management

From Thought to Text: EEG-Based Brain–Computer Interface for Neural Decoding

LLM-based Causal Discovery from Scientific Literature

Gamification in Higher Education: The Impact of Bonus Point Incentives on Student Motivation

Sensory Flexible Workspace Environments

Comparing Behavioral and Physiological Responses to Real vs. Virtual Opponents in the Split-or-Steal Game

Storm Graph Transformer 

Beyond Boilerplate: Contextual Embeddings for Measuring Economic Change in MD&A Disclosures 

StressLess: A Context-Engineered Dashboard for Reducing Cognitive Load in University Student Mental Health Services

Assessing and Improving LLM Spatiotemporal Reasoning for Synthesizing Crisis Situational Awareness Posts

Large Language Models for Automated Fact-Checking Article Generation

The Computational Role of Spontaneous Neural Activity in Preparing Animals to Perceive Depth