16th IEEE Integrated STEM Education Conference
Registration and Breakfast
Introduction & Opening Remarks
Poster 01 Poster In-Person
Deep learning approaches for early detection of breast cancer
Shinaya Jain
Speaker
Evaluating Stability of Pen-Ray Lamps as Calibration Source: A High-School Experiment in Optical Measurement
Steven Wang
Speaker
Biodrive: An effective deterrent to car key-fob theft
Showrya Verma
Speaker
Hands-On Experiments Boost Middle School STEM Confidence: Insights from WVU Engineering Camps
Atharv Srivastava; Negar Farhang Doost; Sai Deepika Reddy Yaram; Supriya Rathinam; Soumya K. Srivastava
Speaker
Soft Skills for Musicians in Academic and Teaching Careers: AI-Based Evidence from Job Postings
Lucas Zhuang
Speaker
Mechanical Design and Concept Validation of a Magnetically Anchored Ingestible Capsule Robot for Long-Term Gastric Retention
Mithun C Chigurupati; Fangzhou Xia
Speaker
Analyzing the Impacts of Pets on Household Wellbeing
Hanna Suzuki
Speaker
Development of a High-Efficiency Solar Energy Collection and Conversion System for CubeSat Platforms
Mithun C Chigurupati; Joseph Keck; Alexander Herskovitz; Florence Gold
Speaker
The Principle of Least Time: A Mathematical View of Light
Sierra Beamer
Speaker
New Sight Into Underwater World: Leveraging Computer Vision Model to Enhance Scuba Diving Experience For Blind Divers
Amartya Haldar
Speaker
Using 3D Printing to Create Hybrid Mouthpieces to Bridge Brass Playing
Ming Sun
Speaker
Cubic Quest: An Interactive Puzzle Gift Box for Cultivating Critical Thinking
Yochin Chang
Speaker
Smart Healthcare Security: Is AI-powered Dynamic Encryption a Solution?
Felix Wang
Speaker
Poster 02 Poster In-Person
Blocking the "Don't Eat Me" Signal: A Computational Study of CD47 in Glioblastoma
Shanaya Sharma; Gaurav Sharma
Speaker
A Novel AI System for Visualizing Mobility Devices in Personalized Spaces
Atharva R Abhyankar
Speaker
Predicting Alzheimer's Disease Using Artificial Intelligence on Clinical and Cognitive Baseline Data from Alzheimer's Disease Neuroimaging Initiative (ADNI)
Isha Poluru
Speaker
An Offline Facial Recognition Security System using Raspberry PI
Amartya Haldar
Speaker
Evaluation of Alternating Series of Rational Functions
Yutong Zhao
Speaker
Predicting the Prognosis of Ulcerative Colitis with Machine Learning
Aayushi Saxena
Speaker
Remote Touchscreen Interaction System
Daanish Qayyum
Speaker
Modeling Long-Range Dependencies in Protein Sequences via Structured State Space Models
Guhan Thiagarajan; Manoj P Samanta
Speaker
Variable Acoustic Architecture: Optimizing Concert Halls for Both Music and Speech
Sunny Xichen Gao
Speaker
Iterative Design, Implementation, and Optimization of Autonomous Robots for STEM Competitions
Devesh Tiwari
Speaker
Cybersecurity in Schools: A Middle School Students' Perspective
Michael W. Berger; Jesse Goodgold; Benjamin Irwin Anderson; Anderson Chang; James Dyer
Speaker
Soft Robotic-Based Osteoarthritis Rehabilitation
Krishay Maskara; Aarav Kyparlis
Speaker
NutriFlex AI: Balance Nutrition for School Lunch with Adaptive Fitness for Middle Schoolers
Amelia Song; Vaishnavi Annam; Shanmukha Annam
Speaker
Poster 03 Poster In-Person
Relocation and Educational Attainment: Evidence from China's Poverty Alleviation Program
Zelin Qiu; Junqiao Hong
Speaker
The Empathy Lens: A Context-Aware AI Framework for Detecting Implicit Cyberbullying
Amelia Song
Speaker
Real-Time Fencing Officiating Using High-Speed Video and Deep Learning-Based Motion Analysis
Lucas Zhao
Speaker
Design and Implementation of an Autonomous UAV for Crop Pollination
Gracie Anghelescu
Speaker
MATLAB Codes for Meta-Analysis of Complete vs Culprit-Only Revascularization: Fixed-Effect vs Random-Effect Model
Arnav Biruduraju; Manas Jha; Rohan Prasad
Speaker
Comparative Analysis of Softwood and Agricultural Waste Biochars for Heavy Metal and Nutrient Remediation in Water
Aadya Agarwal
Speaker
HIYA: Holistic Insights for Youth Awareness - Advancing Health Wellness through AI & Ayurveda
Upadhriti Ghosh
Speaker
The Impact of Sustainability Marketing Versus Price Advertising on Teen Buying Behavior in the Beauty Industry
Yashvi Ghelani
Speaker
Use of LSD & Ketamine as treatment for Bipolar I and II
Aasiyah Sohrawardy
Speaker
Inflation Expectations and Household Financial Decision-Making Among Youth
Ranveer Singh
Speaker
Finding a Correlation Between Socioeconomic Status and Dietary Habits in Adolescents
Zachary Ovwori
Speaker
Behavioral Economics in Adolescents: Psychological Factors Influencing Financial Decision-Making
Aditi Sundar
Speaker
Integrating Microbit Sensors and Deep Learning for Data-Driven Outdoor Shelter Design and Placement for Stray Animals
Yaseen S. Elmeligi
Speaker
Poster 04 Poster In-Person
Sequencing GAPDH Gene in Olmsted Original Trees
Henry Cohen; Selena Yu; Alice Kim; Isha Poluru
Speaker
Cognitive, Social, and Economic Outcomes of Bilingual Education in the U.S. Adolescents: A Literature Review
Tanya Sennamsetty
Speaker
Access and Ability: Exploring Technology Literacy in High School Students
Aarohi Banerjee
Speaker
The Emotional Impact of Social Media Features on Teenagers
Arjun Ramasamy
Speaker
AI on Students' Cognitive Functioning
Affaf Khan
Speaker
E-waste: Egypt's Growing Crisis
Purvi Vippulancha
Speaker
The Influence of Social Media on Stock Market Interest
Dakril Rivera
Speaker
The Effects of Digital Devices on Adolescent Sleep
Muhammad Ayaan Qureshi
Speaker
Assessing emotional alignment Human-AI Conversations
Rohan Aashish Ganji
Speaker
Engineering Brain-Chip Surface Proteins Through Computational Analysis of Laminin-Neural Receptor Interactions
Siddarth Kothandam; Gaurav Sharma
Speaker
Developing MATLAB Code for Estimating Bandgaps and Band Alignment in Compound Semiconductors for Optoelectronic Applications
Faizi R. Zaidi; Ayati Vyas
Speaker
Genetics Archaeology: How Modern Bioinformatics and Genetics Collaborate with Archaeology
Margaret G. Berger
Speaker
A Web Application of LLM-Assisted Labeling and Deep Learning for Apple Leaf Disease Severity Assessment
Jiwoo Kim
Speaker
Poster 05 Poster In-Person
Extreme Weather Forecasting Using Machine Learning
Aaron T Zhong
Speaker
ACARobo: An Audio-controlled Assistive Robot for Amyotrophic Lateral Sclerosis (ALS) Patients
Andrew Y. Lu; Julia Lu; Sandeep Sunkavilli
Speaker
Measuring Intake and Transport Efficiency in FTC Robots Using Automated Video Analysis
Chi-Ray Hsieh
Speaker
Passive Thermal Management of LED Panels for Indoor Agriculture
Rohan Prasad; Eva Yin; Aariv Ganesan; Hridayesh Arora; Prathik Prasanna
Speaker
How Effective ERP with CBT is for Reducing OCD Symptoms for Adolescents?
Akshaya Baskar
Speaker
What are the psychological effects on parents of prolonged NICU stays, and how can interventions support family well-being?
Breanna Lopez
Speaker
Protein Design and Thermal Stability Optimization Based on GVP & ESM Deep Learning Models
Xinqi Wang
Speaker
School stress management on a students well being
Ridhiman Singh
Speaker
Adolescents' Consumption of Short-Form Media and Attention Span Using Secondary Data Analysis
Amrit Pal Singh
Speaker
Poster-Predicting Toxic Gas Levels in Structure Fires Using Machine Learning (IEEE Published paper and this is for Poster)
Daniel Marimekala
Speaker
Stochastic dynamic behavior of falling cards
Jiayi Ye
Speaker
Opus: An AI Assisted Art Mentorship System For K-12 Visual Arts Education
Karla Aguay; Rhea Patel; Amrita Patel
Speaker
Hands-On STEM Learning for Middle-School Students
Henry Cohen
Speaker
Poster 06 Poster In-Person
Evaluating Plasma-Assisted Direct Recycling for Sustainable Lithium-Ion Battery Recovery
Henry Cohen
Speaker
AI for Youth: Adapting Responsibly for Learning
Aayan Majid; Alvin Chin
Speaker
LARGAL: Learned Latent Representation of Radio Galaxies
Aditya Anand
Speaker
Developing Explainable AI and Deep Learning Models for Reliable Concrete Crack Detection
Aditya Brahma
Speaker
Developing a Magnetic Keyboard With Adjustable Actuation Force
Melinda L Zhao
Speaker
Analyzing Packet Transmissions In Low Power Wide Access Networks to identify Zero-Day Denial-of-Service Attacks using Generalized Zero-Shot Learning
Kaushik Satheesh Kumar
Speaker
In Silico Characterization of Molecular Tweezer-Mediated Disruption of Tau Fibrillogenesis and Neurodegeneration in Parkinson's Disease
Esha Desai; Gaurav Sharma
Speaker
Design of an Open-Source, Turbidimetric Loop-Mediated Isothermal Amplification Device for Point-of-Care Detection of Escherichia coli
Maggie Deng; Austin Hanchi Jin
Speaker
Rapid Prototyping as a Problem-Solving Strategy in FTC Robotics
Ming Sun; Chi-Ray Hsieh; David Wu; Zara Zhao; Saifaan Quazi; Michelle Kim; Aman Alamasety; Mandy Teng
Speaker
Advanced Programming for FRC Robots: Vision Processing, PID Control, and Button Board Integration
Sophia Zhang
Speaker
A Data-Driven Exploration of the Alzheimer's Disease Neuroimaging Initiative (ADNI)
Tiffany Tang
Speaker
Solar Panel Characteristics and Performance at Varying Ambient Temperature Conditions
Yagnik Chilamakuri; Suraj Madhav
Speaker
Poster 07 Poster In-Person
Rotational Biomechanics and ACL Injury Risk: A Comparative Study of Artificial Turf and Natural Grass
Brian Suk
Speaker
Explainable AI for Smart Grid False Data Injection Attack Prediction
Aishwarya Kumaran; Cosmas Ifeanyi Nwakanma; Anurag. K Srivastava
Speaker
Artificial Intelligence-Based Detection of Concussions Using EEG Data
Isabella Wang
Speaker
SafeRoutes AI: Making Commute Safe for Students
Arnav Nigam; Arjun Gulati; Samiksh Chaudhary
Speaker
AI-Based Multi-Class Classification of Student Stress Patterns in Academic Environments
Prithvi Kapilavai; Aavrut Khansaheb
Speaker
Testing the Locks: A Comparative Analysis of Prompt-Level LLM Jailbreaking
Tiffany Tang; Kevin Lu; Tiffany Luan
Speaker
Effects of Witch Hazel Oil and Peppermint Oils and Extracts on Skin Inflammation
Maya Patwardhan
Speaker
Space Weather Effects on Agriculture
Mary Grace Sanvictores
Speaker
Investigating Space Weather Anomalies: A Work-in-Progress Study on VLF Design, Data Collection, and Machine Learning Analysis
Jonathan Noka; Marco Popolizio; James Liporace; Katherine G. Herbert; Thomas J Marlowe
Speaker
Using a Cost-Effective AI-Powered Device to Detect Algae Blooms
Mary Grace Sanvictores
Speaker
Real-Time Air Quality Variability Detection Using Arduino Sensors
Mary Grace Sanvictores
Speaker
Development of a Six-Degree-of-Freedom Robotic Platform for Automated DBD Plasma Wound Treatment
Aayushya A Patel
Speaker
Poster 08 Poster In-Person
The Benefits of Art on Health
Rosie Goodgold; Katherine G. Herbert
Speaker
Redefining AI to Promote Critical Thinking Among Students
Brian Agolli; Maxwell Marchio; Alan Best; Abdullah Konak; Curtis Minich
Speaker
Interpretable ML for Screening Sodium-ion Battery Electrolytes
Kason Lai
Speaker
Investigating NACA Airfoils for optimized performance by measuring thrust
Adhvait Khansaheb; Arnav R Sabbella
Speaker
Evolution of Dielectric Barrier Discharge (DBD) Plasma Torch Designs for Wound Healing and Sterilization
Ananya Siddabathuni; Stuti Bhagra; Aditya Hosahalli; Yashika Pathak
Speaker
AI System for Human and Pet Presence Detection to Support Home Safety
Maryam Ali; Malek Hussein
Speaker
Evaluating The Effect of Context Window Size on LLM Extraction Accuracy
Kyle Li; Neal Shandilya
Speaker
EEG Assessment of Age-Related Differences in Cortical Activation Patterns Across Bilateral and Unilateral Musical Genres
Radhika Santhosh; Aaron Josh Peter; Karan Shah
Speaker
The Patterns of Prose: Visualizing Essay Flow Through Semantic Space
Tiffany Luan; Jack Balciunas
Speaker
AI: Envisioning the Ultimate GPT
Parth Khachane; Connor M McCauley; Curtis Minich; Abdullah Konak
Speaker
Creating Auxiliary Data For Open Set Recognition Problems Using Data Augmentations
Julia Rodano; Katherine G. Herbert
Speaker
AI-powered School Threat and Weapon Detection and Emergency Response
Sam Joseph
Speaker
Poster 09 Poster In-Person
Making Medicinal Chemistry Visible: Teaching Nitrogen Heterocycles Through Pattern Recognition in Pre-College Education
Jahnvi Shukla
Speaker
The Secret Life of a Song in Your Brain
Tvisha Lulla
Speaker
Shape Memory Properties of Conventional 3D Printed Materials- Effect of Carbon Fiber strengthening
Viswanath Aditham; Faizi R. Zaidi; Ayati Vyas; Vimal Viswanathan
Speaker
Insight Tutor: Detecting and Addressing Gaps in Student Understanding in STEM topics while using AI-Based Tutoring
Vaibhavee Pandey
Speaker
Detecting and Addressing Gaps in Student Understanding in STEM topics while using AI-Based Tutoring
Vaibhavee Pandey
Speaker
Design and Modeling of an Electromagnetic Coil for Controlled Magnetic Bead Manipulation in a Viscous Fluid
Horayn Gibson; Kimia Forghani; Yancy Diaz-Mercado
Speaker
Teaching Clinical Risk Prediction with Explainable ML Using The National Health and Nutrition Examination Survey
Anvi Anand
Speaker
Evaluation of a Damage-Reduced Method for Hair Bleaching
Kaylee Gordon
Speaker
Using Artificial Intelligence to Improve Cafeteria Waste Sorting in Elementary Schools
Ashlee Russell; Sambit Bhattacharya
Speaker
An Agentic AI Framework for Human Safety Time Modeling During Winter Storms
Hariharan S Veeramanikandan; Deepti Muthukumarapandian; Sarvesh S Veeramanikandan
Speaker
Enhanced AI Algorithms for Automated Sports Highlight
Ezra Lerman
Speaker
Modeling of Claudin-5 Stabilization by Lipocalin and Avimer Peptides: A Blood-Brain Barrier Approach for Early Detection of Suicidal Tendencies
Natasha Vora; Gaurav Sharma
Speaker
Poster 10 Poster In-Person
The tricks behind Number Tic-Tac-Toe
Vivaan Aggarwal; Vania Aggarwal
Speaker
Explaining Machine Learning Using Chess
Brendan Tauro
Speaker
A Technology-Driven Approach to Reducing Food Waste
Devanshi Sahoo
Speaker
CH4emistry is ELEMENTary!
Onish Krovvidi; Ayaan Krovvidi
Speaker
A Model of the Hyperbolic Paraboloid Roof on the St Aloysius Church
Shika Krishnan
Speaker
Power from Plant: An Eco-Friendly Aloe Vera Battery
Ayaan K Patel
Speaker
AI Prompt Engineering for Video-Based Football Highlights Detection
Judah Lerman; Aksh Juneja
Speaker
Social Media is Computer Science
Lynn Hazelman; Rebecca Goldstein
Speaker
Heavy Robot, Big Lessons - VexBot
Lynn Hazelman; Rebecca Goldstein; Gennaro Hazelman; Katherine Herbert
Speaker
From No Signal to New Skills: How 5G, Satellites, and Small Computers Can Help Kids Learn Everywhere
Bhaskara Raju Rallabandi; Rohitha Rallabandi; Sanvitha Rallabandi; Naren Raju Rallabandi
Speaker
Learning Without Internet Worries: How Community Networks and AI Can Bring STEM Education to Rural Areas
Bhaskara Raju Rallabandi; Rohitha Rallabandi; Sanvitha Rallabandi; Naren Raju Rallabandi
Speaker
Cyclonic Filters in Washing Machines for Decreased Hazardous Materials in Wastewater
Shivam Shukla
Speaker
Poster 11 Poster In-Person
Poster 12 Poster In-Person
Poster 01 Poster Virtual
Structural Basis and Mechanism of HIV-1 Genome Packaging
Max Chen; Jake Han; Zeynep Akan; Bersabel Tekle; Will Sakowicz; Brian Grossman; Michael Summers
Speaker
Can AI Really Do Physics? Investigating AI Agents' Conceptual and Mathematical Reasoning Through Textbook Physics Problems
Shuya Li
Speaker
Coordinating Neighborhood Energy Sharing During Power Outages via a Mobile Peer-to-Peer Trading Application
Raj Awasthi
Speaker
Detecting Speaker-Impersonation Deepfakes via Attention and Speaker Invariance
Chloe Kim
Speaker
Selective Super-Resolution for efficient small-animal detection under adverse road conditions
Hyungjoon Jin
Speaker
Adaptive Fake News Detection via Reward-Guided Reinforcement Learning
Jackson Jonghyun Lee
Speaker
Adaptive Multispectral Fusion for Post-Suppression Wildfire Ember Detection on UAV Edge Platforms
Dain Lee
Speaker
Poster 02 Poster Virtual
A Low-Cost Portable Auto-Sensing Ventilator with Real-Time Physiological Monitoring
Angel Wang
Speaker
Selective Feature Sampling for Efficient Federated Learning in Medical Systems
Jihu Koo
Speaker
ElderFusion: An On-Device Multimodal AI System for Home Elder Care
Jiyoon Lee
Speaker
NeuroShield: Deployment-Aware Fatigue Detection Using Wrist-Worn Physiological Sensors
Siddharth Mirchandani
Speaker
Machine Learning for Enabling 5G and Satellite Network Coexistence in FR3 Spectrum
Tulika Punia
Speaker
Development of an Embedded Machine Learning Device for Low-Cost Thalassemia Screening
Aarin Karamchandani
Speaker
Predicting Dissolved Oxygen Variability in the California Current System Using Argo-Driven Machine Learning
Lizbeth He
Speaker
Poster 03 Poster Virtual
The Economic Impact of Hosting FIFA World Cup: A Difference-in-Differences Analysis
Yuchen Wang
Speaker
Expanding STEM Access Through a Library-Based Robobuilders Workshop Series
Zara Zhao; Aman Alamasety
Speaker
Detecting spills using thermal imaging, pretrained deep learning models, and a robotic platform
Gregory Yeghiyan; Jurius Azar; Devson Butani; Chan-Jin Chung
Speaker
DNA Medicine: Computational Design of RNA Aptamers Targeting the FGFR2-FGF2 Axis for Precision Therapy in Lung Cancer
Gaurav Sharma; Syed Mahd Armoghan
Speaker
Beyond Arithmetic Mathematics Teaching
Sumaya Aziz
Speaker
Wearable sensor-based device data and machine learning predictive tool for body-focused repetitive behaviors
Aashay Gupte
Speaker
Will the future electrified naval ships, large electric aircraft, or autonomous EVs be free from the increasingly severe electromagnetic interference?
Amy Choi
Speaker
Interpretable AD Classification Using MRI segmentation based Anatomical Features and XGBoost
Agrima Verma
Speaker
Poster 04 Poster Virtual
A Roadmap for Recovery of the Endangered Bahamian Queen Conch: Quantitative Analysis Using Growth Parameters and Density-Dependent Reproduction Analysis
Sean Hur; Richard Kyung
Speaker
Dielectric Barrier Discharge Plasma for Controlled Reduction of Acetylation in Chitin
Aryan Tummala; Anshi Kothari; Aryav Kaushik
Speaker
H2Know: Drops of Data to Safer Sips Everywhere
Marium Asad Jalal-Ud-Din Chaudhry
Speaker
Characterizing and Mounting a DBD-Plasma Torch on a Robot for Floor Bacteria Mitigation
Tanishka Taware; Disha Pamukuntla; Ishaan Lal
Speaker
Understanding Sound Localization and Augmented Reality for Hearing Accessibility
Logan Lee; Lucas Shen; Mayu Zuniga
Speaker
RedLine: Evaluating Early-Warning Limits in Autonomous Systems with Low-Fidelity Sensors
Aditya Mirchandani
Speaker
AirLens: A Closer Look at the Air You Breathe
Mohammad Abd-Ur-Rahim J. Chaudhry
Speaker
Poster 05 Poster Virtual
A Machine Learning Approach to Exercise Form Analysis
John Tewolde; Girma Tewolde
Speaker
Model of The Albuquerque Potters House Church using Recycled Parts
Josiah Harvey; Uriah Harvey
Speaker
Genetic Mutation Identification. Utilizing Artificial Intelligence to Diagnose Sickle Cell Anemia
Inchara Shree
Speaker
Landing Probability and Hotel Return in Monopoly
Ethan Tauro
Speaker
Verifying the Plinko Game: A Hands-On Demonstration of Probability and the Binomial Distribution
Jeremy Huang
Speaker
Screen Sense: Gentle Reminders for Healthy Screen Habits
Mohammad Abd-Ur-Raafe J. Chaudhry
Speaker
Comparative Thermal Management Performance of Lithium-Ion and Lead-Acid Batteries Below Freezing Temperatures
Arnav Biruduraju; Rohan Prabhakar; Ayati Vyas
Speaker
Poster 06 Poster Virtual
Building an AI Assistant to Intelligently Monitor Websites
Isaac Martin
Speaker
Analysis of Learning Mathematics with ChatGPT
Justin Andres Fredrickson Moctezuma
Speaker
A Digital Twin-Enabled Metaverse to Shape Teaching and Learning Strategies for Scaling Deep Tech Entrepreneurship
Selma Regina Oliveira
Speaker
Machine Learning Approach for Wind Turbine Failure and RUL Estimation
Divya B; Dharanisri P; Vijayakumar P; Devi S; Harish R; Kaviyarasu S
Speaker
Raga-Cognitive Priming: The Impact of Carnatic Music on Student Performance
Vedanth Srivatsan
Speaker
STEM Beyond the Black Box: A Voice-Interactive Learning Application for Auditing Intelligent Systems in Smart Cities
Swarnamouli Majumdar
Speaker
How solar weather affects phone signals on earth?
Christopher Pall Desruisseaux
Speaker
Keynote 1
Speaker Harini Sampath
Keynote 2
Speaker Karen Brogsmiller
Keynote 3
Speaker Bill Agress
Morning Break / Registration / Posters / Exhibits
Keynote 4
Speaker Jon Edwards
Keynote 5
Speaker Plato Smith
Keynote 6
Speaker Bala Devi Chandrasekha
Panel Discussion Session
Teaching with AI: Opportunities, Risks, and the Future of STEM Education
Panelists: Martha Friend, Patrick C. Kyllonen, Michael Walker, Mo Zhang
Speaker
Lunch Break/Poster Session
Full Paper Track 01 In-Person
IRAP Student Research: A Catalyst for Academic Success in STEM at UCNJ
Mohamed M Mohamed; Blake Urbach
Speaker
Manufacturing Considerations for Rapid Prototyping of Microfluidic Devices for Laboratory Education and Research Experimentation
Muhammad Nabeel Tahir; Umer Hassan
Speaker
EEMambaSeg: Encoder-Enhanced Mamba based Framework for Prostate Segmentation
Hyeonwook Kim; Leon Bhupathi; Xiaojun Chen; Wei Yin; Ming Ma
Speaker
From Awareness to Action: Integrating AI Policy Education into Undergraduate CS Curricula
Priyanka Kumar; Panhapiseth Lim; Phillip Driscoll
Speaker
Engineering Capstones for Sustainability: A Comparative Study of Industry-Based and Service Learning Projects
David Kongpiwatana Narong; Nurzal Effiyana Ghazali; Philip Hallinger
Speaker
Applying Feature-Driven Development (FDD) to a Digital Media Capstone Course
Shuhua Lai; Shuting Xu
Speaker
Full Paper Track 04 In-Person
Full Paper Track 07 In-Person
Full Paper Track 10 In-Person
Full Paper Track 01 Virtual
In Silico Identification of Alpha-Synuclein Fibril Inhibitors through Large-Scale Virtual Screening and Molecular Dynamics Simulations
Ridhaan Palkar; Gaurav Sharma
Speaker
From Coders to Collaborators: The Future of Programming in an AI-Dominated Software Development Landscape
Elyson A De La Cruz; Hanh Le; Sai Chander Janagama; Surender Maddini; Renjith Kathalikkattil Ravindran; Swamy Kankala
Speaker
Adopting AI for Cyber Defense: What Drives U.S. SMB Leaders?
Elyson A De La Cruz
Speaker
Dashboard-Based Action Research: A Methodological Innovation for Mixed-Data Teacher Education in Artificial Intelligence
MSc Renielton Souza; Alexandra Sofia Rodrigues; Ant�nio Manuel Dias Domingos
Speaker
Gamified Learning Platform: Using Augmented Reality and Virtual Simulation Tools
Ali Abdallah; Farah Yasine
Speaker
Developing Cloud Competence in Higher Education through Project-Based Learning
Bruna Brasil Alexandre; Henrique Mohallem Paiva
Speaker
Full Paper Track 02 Virtual
Computational Design of a Bispecific Antibody (BsAb) Shuttles Targeting S100A4 and TfR1 for Enhanced Glioblastoma Therapy
Aishwarya Murali; Gaurav Sharma
Speaker
The Effect of Tire Inflation Pressure on the Rolling Resistance of a Mountain Bike on Rough Terrain
Ryland J Lueders
Speaker
Diffusion-Based Generative Docking of Cage Protein-Carfentanil Complexes for Mitigating Opioid Overdose in Youth
Shreya Philips; Gaurav Sharma
Speaker
Engaging Students with Biomedical Sensors, Machine Learning and Edge Computing
Mohamed Atef
Speaker
Credit Default Risk Prediction Using Multi-Source Feature Aggregation, Gradient-Boosting Ensemble, and TabNet Baseline
Shaharia Ferdausi; Md Mahabube Alahi Atik; Abdul Ahad; Md Rahik Redwan; AFM Tanvir Anjum; Md. Asrafuzzaman; Lisa Chambugong; Mirza Farhan Shahriar
Speaker
In Silico Modeling of Bispecific Dual-Affinity Re-Targeting (DART) Molecules Targeting PD-1 and LAG-3 for Solid Tumor and Hematologic Cancers Immunotherapy
Gopikaashri Chidambaranathan; Gaurav Sharma
Speaker
Full Paper Track 03 Virtual
Gender, performance, and motivation in STEM subjects in Senegalese high schools:
Fatoumata Baldé; Ousmane Ndiaye; Adrien Basse
Speaker
An Empirical Study on a Tiered Lexical Chunk Teaching Model in College English Using a Learning Platform
Fei Yan Wu
Speaker
Academic Agency Negotiation under Algorithmic Surveillance in Smart Campus Environments
Hasan Baharun; Mualimin Mualimin; Hasan Bin Jali; Zohaib Hassan Sain; Dinda Febrianti Putri; Ahmad Zubaidi
Speaker
Project-Based Learning in Blockchain Education
Isabelly Maia Montalvão; Henrique Mohallem Paiva
Speaker
Targeted Inhibition of SARS-CoV-2 Main Protease (Mpro) Utilizing Proteolysis Targeting Chimeras (PROTACs)
Kavinayashri Chidambaranathan; Gaurav Sharma
Speaker
Low-cost AI and Art in STEM Education: A Scalable Software Framework for Teaching Computer Vision
Shivanjali Khare; Kenneth Yao
Speaker
Full Paper Track 04 Virtual
H3-Route: A Novel Priority-aware Online Routing Algorithm for Hazard Zone Relief Robots and Drones
Eric Zhu; Alexander Zhu
Speaker
Building Ethical Reasoning into Computational Thinking: An Interdisciplinary Approach to STEM Pedagogy
Najiburrahman Najiburrahman; Hasan Baharun; Febri Qushwa; Faiz Faiz; Khodijatul Qodriah
Speaker
Demand-Side Management-A Production Target-Based Strategy for Industrial Consumer by Improving Load Factor
S. J. Ghorpade; Rajesh Bhikulal Sharma
Speaker
Adaptive Fake News Detection via Reward-Guided Reinforcement Learning
Jackson Jonghyun Lee
Speaker
AI Curriculum Alignment Using Labor-Market Analytics and NLP: An Integrated STEM Education Framework
Pournima Kamble; Sathish Kumar
Speaker
Full Paper Track 05 Virtual
Development of AI Policies: A Classified Methodological Framework
Speaker
Human Capability-Based Technology Management for Teacher Readiness in Digital Learning
Speaker
The Role of Generative AI in Higher Education from Faculty Perspective: A Survey
Speaker
Toward Autonomous Decision Support in Healthcare Information Management: A Supply Chain-Based Systems Framework
Speaker
Learning Cellular Networks and Concepts through Simulated Rogue Base Station for STEM education
Speaker
When Attendance Becomes Control: Biometric FinTech and the Rise of Algorithmic Compliance on Campus
Speaker
Full Paper Track 06 Virtual
Selective Super-Resolution for Efficient Small-Animal Detection under Adverse Road Conditions
Hyungjoon Jin
Speaker
Define-Design-Test-Revise: An Algorithmic Thinking Framework for Equitable Computational Thinking in K-5
Jenice M Lynch; Runna Alghazo; Thomas Stokke; Emanuel S Grant
Speaker
Technological Resources for Teaching Single-Phase Transformer Equivalent Circuits
Gustavo Uruguay Castilho; Roberto Massi de Oliveira; Maria Elena R. O. Toledo; Gabriely Cabestré Amorim; Victoria Herrera
Speaker
Blockchain-Enabled Energy Transaction Framework for Secure and Transparent Vehicle-to-Grid Participation
Naveen Thevar
Speaker
Integrating Extreme Programming (XP) Project Management into a Programming Course
Shuting Xu; Hyesung Park; Shuhua Lai
Speaker
Web-Based Aircraft Detection and Tracking System Using Computer Vision and ADS-B Data Fusion for a Resource-Constrained Airspace Surveillance System
Hiren Kodwani
Speaker
Full Paper Track 07 Virtual
Learning and Teaching with AI in STEM Education: An Umbrella Review
Shan Zhang; Chris Davis Jaldi; Noah L. Schroeder
Speaker
ElderFusion: An On-Device Multimodal AI System for Home Elder Care
Jiyoon Lee
Speaker
Selective Feature Sampling for Efficient Federated Learning in Medical Systems
Jihu Koo
Speaker
Adaptive Multispectral Fusion for Post-Suppression Wildfire Ember Detection on UAV Edge Platforms
Dain Lee
Speaker
Designing Trustworthy Professional Identity Platforms: Signal Theory and Responsible AI for Large-Scale Hiring and Opportunity Systems
Shubham Anandani
Speaker
DFT-Guided Design of Benzothiadiazole-Based Organic Sensitizers: Benchmarking Against Ru(II) Dyes in DSSCs
Aiden Sungjune Cho
Speaker
Full Paper Track 08 Virtual
Learning to Price Risk: AI-Driven Analytics in Digital Finance
Sidharth Gopakumar
Speaker
Tenancy-Aware AI Automation for B2B SaaS Admin Workflows
Sidharth Gopakumar
Speaker
In Silico Simulation of First-In-Class Aptamer-Mediated Tau Protein Inhibition in Alzheimer's Disease
Navneeth Badhri; Gaurav Sharma
Speaker
Comparative Analysis of Statistical, Machine Learning, and Deep Learning Architectures for Multi-Pollutant Air Quality Forecasting
Eric Arranaga; Deepank Dhanger; Sohail Zaidi
Speaker
Mixing Coding and Low-Code Approaches on Game and Animation Course Designed for Pre-College Students
Joao Paulo Oliveira Marum; Vir Phoha
Speaker
Skin Disease Prediction Using Deep Learning Techniques
Theivaanai S; Rakshita V; Muthukumar S
Speaker
Full Paper Track 09 Virtual
Gamified Immersive Learning Experiences for Promoting AI Readiness across STEM Disciplines
Irene Kahvazadeh; Iskandar Kholmatov; Prathamesh S Kolhe; Poornimasanjay Vaidya; A C Fong; Michael Harnar; Carr Steve; Ajay Gupta
Speaker
WebQuad: An Open-Source Browser-Based Platform for Quadcopter Control Algorithm Development and Benchmarking
T. Aiman Harith; Mohd Hanif Mohd Ramli
Speaker
Introducing Middle Schoolers to Deepfakes through Spotting, Editing, and Ethical Reflection
Saniya Vahedian Movahed
Speaker
Design and Implementation of a Replicable Three-Day Raspberry Pi Based Integrated STEM Outreach Program for Middle School Students
Nitindra Chowdary Pavuluri
Speaker
Redesigning Curriculum for Research Thinking, Project-based Learning, and Academic Writing
Bryan Vera; Vishwa Bhatt; Yunfei Hou; Jennifer K Jin
Speaker
Petri Net Model Supervisory Control of FMSs Using Reconfigurable Control Transitions
Mowafak Hassan Abdul-Hussin
Speaker
Full Paper Track 10 Virtual
Don't You, Forget About Ethics: Using AI Music Generation to Promote Student Learning and Engagement
Trevor Spinosa; Ibrahim Baggili
Speaker
The Effects of Image-Story Contexts and Audio Assistance on English Vocabulary Learning and Cognitive Load
Pan Yi Hao; Kuan Yeh Lin; Hsiaoyung Ni
Speaker
Pilot Study on Diverse Learners in STEM through Unplugged Computing
Xin Xu; Sunae Shin; David Kerven; Evelyn Brannock; Wei Jin; Hyesung Park; Tacksoo Im
Speaker
Evaluation of the Impact of OLTP Application Architecture on Non-Functional Requirements: Monolithic vs. Microservices
Shivani Kharra; Utpaladitya Chaudhary
Speaker
Enhancing Grade 8 Students' Understanding of Material Cycling in Ecosystems Through a Digital Visual Thinking-Based Strategic Intervention Materials
Azriel P Barrientos; Mary Rose S Cuago; Floredil D Cunanan; Izzie Marie J. Ecleo
Speaker
From Play to Pathways: Evaluating a Gamified Lesson Exemplar for Learning Mitosis and Meiosis
Azriel P Barrientos; Evamae Jylle J. Besire; Rossana B. Benito; Renejean B. Bordaje
Speaker
Full Paper Track 11 Virtual
Quantum Secure Packet Scheduling Algorithm: Supporting QoS in Rayleigh Fading Channels
Jueon Kim; Yung-Jun Yoo
Speaker
Exploration and Exploitation: Supporting Middle Schoolers' Reasoning About Recommender Systems
Saniya Vahedian Movahed
Speaker
Regressing Death Event Against Biochemical and Demographical Factors
Arjun Kode; Ashwath Muppa
Speaker
MABICS: A Hybrid Rule-Based and ML-Augmented Caching System for Mobile Build Artifacts
Satyanarayana Gudimetla; Suresh Gangula
Speaker
Design and Implementation of an AI-Based Online Examination Proctoring System
Raghav Mulay; Mustafa Nazir; Yashraj Nagargoje; Parth Naik; Prajkta Dandavate
Speaker
PromptPeek: Introducing Middle School Students to GenAI Limitations Through Prompting
Saniya Vahedian Movahed
Speaker
Full Paper Track 12 Virtual
Multi-label Wildfire Classification on Edge Computing Device with AI Augmentation
Aaron Son; Alice Shin; Kevin Lee; Michael Hsieh; Yung-Jun Yoo
Speaker
Observability-First STEM Labs: Teaching Measurement as Engineering
Mukesh Dua; Tarun Kundu; Raju Chowdhury
Speaker
Algorithmic Reasoning as Cognitive Process: Evaluating AI-Assisted Learning Beyond Efficiency
Claire Xu; Victor Adler
Speaker
Satellite Image-Driven Deep Learning Framework for Coral Bleaching Detection in Hawaii
Seojin Kim; Alex Wang; Joohyun Park; Yunseo Choi; Joshua Lee; Yerin Lee
Speaker
Flexible Modeling in Differential Equations Courses for Engineering: A Pedagogical Approach Focused on Model Adaptation and Validation
Edwin C Julian; Joan V Gomez
Speaker
Sequential Identification of Heart Failure Progression Across Three Clinical Heart States using AI/ML with Optimized Data Split Ratios
Sohail Zaidi; Mihir Maveli; Farwa Z Kazmi
Speaker
Full Paper Track 13 Virtual
AI as a Cognitive Partner in Systems Engineering: An Empirical Comparison of AI Use Across Educational and Professional Contexts
Natalia Bukhshtaber; Ehud Menipaz; Michael Winokur
Speaker
Data Science, Machine Learning and Research Experiences for STEM Undergraduates
Bruce Hartpence; Bill Stackpole; Daryl G Johnson
Speaker
Systematic Observability Framework for Regulated LLM Agents Observing the Black Box Approach in Finance and Healthcare
Vincent Koc
Speaker
Revolutionizing Grammar Instruction with the Intelligent Framework for Enhanced Sentence Structure Analysis and Learning Engagement
Yugandhar Suthari
Speaker
Sensor Fusion Architecture in Self-Driving Cars
Mercy Akinyemi; Yujian Fu
Speaker
Predicting Lung Cancer Risk Using XGBoost and Convolutional Neural Network Algorithms
Sohail Zaidi; Sunny Yang; Prithvi Kapilavai; Farwa Z Kazmi
Speaker
Full Paper Track 14 Virtual
Bridging Theory and Practice: Design Virtual Physics Laboratories for Undergraduate STEM Education
Jesser Hamdaoui; Rim Gouia-Zarrad; Rim Gharbi
Speaker
Evaluating the Pedagogical Impact of AI-Based Learning Activities in a Signals & Systems Course
Chinwe Nyenke Tait; Wen-Chiao Lin
Speaker
EEG-Driven Classification of Neurological Conditions Using Frequency Band and Fractal Features
Dayana Ferrufino; Soo-Yeon Ji
Speaker
Educational AI Governance: Securing the Integration of Generative AI in High School Cybersecurity Curricula
Fayezuddin Mohammed Khan; Gahangir Hossain
Speaker
Mathematical Models Applied in Engineering Education: A Case Study in a Numerical Methods Course. (WORK IN PROGRESS)
Pamela Gómez MartÃnez; Paúl Alexander Freire Jaramillo; Tatiana Gualotuña, A.
Speaker
SecureBridges: A Coordination Playbook and Assessment Toolkit for Cross-Course Security
Mohamed Elwakil
Speaker
Full Paper Track 15 Virtual
Temperature Variability and Inventory Signals as Predictors of U.S. Natural Gas Price Movements
David X Liu; Jian Ni
Speaker
A Survey on the Usage of Generative Artificial Intelligence by Left-behind Children in Rural China
Danni Wei; Qizhi Xu
Speaker
Sentiment Analysis of STEM Students' Academic Experiences: A Comparative Study Across Top U.S. Universities
Arul Pandita; Gilberto Rios; Thomas Kidu; Delun Xu; Xinkai Shen
Speaker
Off-Grid Weather Station for Hikers and Outdoorsmen
Michael Cercone; Theodore Shark; Girma Tewolde
Speaker
United States Coast Guard - Academy Introductory Mission: Radio Direction Finding Workshop
Carla Winsor; Joseph Camean; Davor Copic; Joel Geist; Richard W Freeman
Speaker
Tailoring Interventions for Developing Engineering Talent in Areas of National Strategic Need
Manuel Jimenez; Carla Lopez del Puerto; Nayda G. Santiago; Jesus Antonio Sanchez-Perez; Daniel Rodriguez
Speaker
Full Paper Track 16 Virtual
Deep Contrastive Multi-Task Learning for Scalable Mental Health Monitoring: Enhancing Emotion-Specific Depression Detection in Social Media
Vijay Yadav
Speaker
Student-Led Initiatives as Agents of Change and Impact within Secondary Education and Communities with the Support of Adult Mentorship
Guhan Thiagarajan
Speaker
Gender Differences in EFL Writing Process Among Chinese University Students
Qin Luo
Speaker
Beyond Degrees: Understanding the Essential Role of IT Certifications in Tech Career
Muhammad Ali Nadeem; Bishwo Prakash Pokharel; Naresh Kshetri
Speaker
An Intelligent Learning Assistant for Content Summarization and Assessment Generation
Mahika Datta; Nandini S; Neha M S; Rohan S; J Ruby Dinakar
Speaker
Overcoming Resource Constraints: A Conceptual Framework for Cybersecurity Learning Adoption in SMEs
Mifthahul Jannah; Puspita Kencana Sari
Speaker
Works-In-Progress 01 In-Person
Works-In-Progress 04 In-Person
Works-In-Progress 01 Virtual
Pre-Service STEM Teachers' Perceptions of AI in Professional Practice: Emergent Insights on AI as Pharmakon
Tess Butler-Ulrich
Speaker
Mapping the Neuro-Circular Classroom: A Framework for Assessing Creativity and AI-Driven Design in Sustainable Engineering Education (Work in Progress)
Samira Keivanpour
Speaker
A Semantic-Clustering Approach to Assessing Originality in AI-Augmented Eco-Design Classrooms (Work in Progress)
Samira Keivanpour
Speaker
Introducing Edge Computing through a Wi-Fi based file transfer workshop for STEM education
Dhananjay Satanure; Parth Vaidya; Meera Khandekar
Speaker
Developing the Net Positive Engineer: Nurturing Regenerative Mindsets in Sustainable Production Courses through Multidisciplinary Case Studies (Work in Progress)
Samira Keivanpour
Speaker
A Mobile Eye-Tracking Framework for Accessible Neurological Disorder Screening
Srihithaa Vaidya; Sambit Bhattacharya
Speaker
Works-In-Progress 02 Virtual
Implementation and Preliminary Outcomes of an NSF S-STEM Program Supporting Community College Transfer Students in STEM
Melanie Butler; Christine Mccauslin; Sandy Mccombe-Waller; Isaac Mills; Jeff Simmons; Aubrey Smith
Speaker
Enhancing Integrated STEM Learning Through Generative AI-Driven Multimedia Instruction
Niloufar Bayati; Mehdi Roopaei
Speaker
AeroCast: Wearable Sensor Network with AI-Based PM Hotspot Mapping for Firefighter Protection in Both Wildfire and Post-Wildfire Cleanup Operations
Gianna Kozak
Speaker
A Tiered Arduino Curriculum for Pre-College Engineering Education
Arya Ahmadi; Anmol Bulchandani
Speaker
ISCAD: An AI-assisted active learning framework based on collaboration and reasoning for STEM education in K12 students
Ramkumar Singaram
Speaker
AI-Driven Exploration of Modular Kinematic Mechanisms for STEM Education
Santosh Yadav
Speaker
Works-In-Progress 03 Virtual
Modern, Creative, Low-Cost Methods to improve affinity towards STEAM using IoT Tools
Srihari Yamanoor; Narasimha Sai Yamanoor
Speaker
A Machine Learning Framework for Predicting Mechanical Properties of FDM 3D Prints Without Prior Material Knowledge
Sohail Zaidi; Hrishikesh Bollini
Speaker
Development of a Specialized Additive 3D Printing System for Soft Material Fabrication
Sohail Zaidi; Sidharth Swaminathan; Lin Jiang; Vimal Viswanathan
Speaker
Exploring the Role of Education and Training in Readiness to Adopt Occupational Exoskeletons: A Survey Study
Yuanhao Chen; Dan Yan; Terry Asante; Xiaojun Chen; Ming Ma; Wei Yin
Speaker
Work-In-Progress: Educational Benchmarks for Large Language Models in Computer Science Education
Noah L. Schroeder; Jessica R. Gladstone; Suma Bhat; Shan Zhang
Speaker
Take Flight: Teaching Drones In Pre-University STEM Education
Kam C Sum; San K. Cheung; Chiu F Li
Speaker
Works-In-Progress 04 Virtual
A3SatPQ PocketQube Emulator: An Integrated Precollege STEM Aerospace Pathway
John D Moore; Sriram S Elango; Michael Jabot; Jin Kang; Aarav Khatri
Speaker
Innovative AI-Supported Tutoring and Assessment for Engineering Education
Tewodros A Zewde
Speaker
Towards the Inclusion of Quantum Computing in the Curriculum of Different Programs at UCEVA
Alexis Yáñez; Juan Carlos Urriago Fontal; Patricia Londoño; Guillermo Vidal; Andres Navarro; Nelson Forero; Jose Reyes; Stella Zorrilla; Mayroby Calle; Lope Trujillo
Speaker
Text Based Steganography using Prepositional Encoding with LLMs
Vaishnavi Adidam
Speaker
NeuroStride: An AI-Driven EEG-based Wheelchair
Mohammad Abd-Ur-Rehman J. Chaudhry; Zakia Asad
Speaker
A Community of Practice Approach to K-12 Integrated STEM Learning
Dazhi Yang
Speaker
Works-In-Progress 05 Virtual
JalChar: A Low-Cost Terracotta Biochar-Based Water Filtration System for Heavy Metal Removal
Aashka Doshi; Dev Srivastava
Speaker
Computational Discovery of Molecular Glue Small Molecules for CDO1 Degradation in Glioma
Navneeth Badhri; Gaurav Sharma
Speaker
K-12 Cyber Risk Education: Explaining Cyber Risk Using AI and WRC-RE Engineering Framework
Prashant Vajpayee; Gahangir Hossain
Speaker
WALDEN*: A Low-Cost AI-Enhanced Student Assistant Robot for STEM Learning Companion
Tugba Mohammed
Speaker
Topical Authority Detection and Sentiment Analysis on Top Influencers Using Signal Theory and Probabilistic Modeling
Shubham Anandani
Speaker
Signal Communication on GitHub: Persona-Aware Repository Evaluation and Trust-Aware Identity Signals
Shubham Anandani
Speaker
Works-In-Progress 06 Virtual
Full Paper Track 02 In-Person
Gamified Signal Processing Trainer with Interactive Visualizations and AI
Yulia Kumar; Matthew Hagg; Dov Kruger; Jenny Li
Speaker
Introducing Research to Students in a Signals and Systems Course
Mary Lanzerotti; Esteban Rodriguez; Rahul Shanmugam; Haoxuan Yang; Scott Dunning; R. Michael Buehrer; Ahmad Safaai-Jazi; Nektaria Tryfona; Creed Farris Jones; Kenneth Reid
Speaker
Managing Study Time and Engagement in a Signals and Systems Course
Mary Lanzerotti; Scott Dunning; R. Michael Buehrer; Ahmad Safaai-Jazi; Nektaria Tryfona; Creed Farris Jones; Kenneth Reid
Speaker
Computational Design of PROTACs Targeting PARP1 for Therapeutic Intervention in Muscular Dystrophy
Srilasya Mallajosyula; Gaurav Sharma
Speaker
A Smart Tool for Automated EB-1 and EB-2 Visa Eligibility Evaluation
Ademola Ilesanmi; Gavin Schmidt
Speaker
Intelligent Clinical Assessment and Recording (iCARE): A Web and Mobile-Based Healthcare System for Enhancing Clinical Competency among Nursing Students
Lorissa Joana E. Buenas; Renalyn D. Malabanan; Albert V. Paytaren
Speaker
Full Paper Track 05 In-Person
Full Paper Track 08 In-Person
Full Paper Track 11 In-Person
Works-In-Progress 02 In-Person
Works-In-Progress 05 In-Person
Full Paper Track 03 In-Person
MIRROR: A Multimodal AI Framework for Detecting Xenophobia and Misinformation in Digital Media
Andres Fortino; Uchechi Peters
Speaker
Democratizing Fact-Checking: Structured Large Language Models for Public Decision Support
Aidan McGowan; Christopher Smith; Neil Anderson
Speaker
The Use of Artificial Intelligence in Programming Education: A Systematic Literature Review
Andres Fortino
Speaker
Teaching Technology Foresight Through AI-Generated Science Fiction: A Pedagogical Approach for STEM Education
Himank Gangwal; Sandeep Koranne; Dorota Sawicka
Speaker
Scalable Computing With Low Precision Floating Point Algorithms
Mert Büyükdede
Speaker
Enhancing Integrated STEM Learning through AI-Assisted Video Analysis in Physics Education
Speaker
Full Paper Track 06 In-Person
Full Paper Track 09 In-Person
Full Paper Track 12 In-Person
Works-In-Progress 03 In-Person
Works-In-Progress 06 In-Person
Closing Remarks
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