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20242026
most citedMultimodal Methods for Analyzing Learning and Training Environments: A Systematic Literature Review

2 citations · 2 across the 14 of their papers we have counts for

collaborators

16 papers

cs.HC2026

Does AI Assistance Leave a Temporal Fingerprint? Detecting Overreliance in AI-Assisted Writing and Programming

Eduardo Davalos, Yike Zhang

The rapid adoption of generative AI has made final artifacts unreliable evidence of student learning, and AI detectors that examine only the finished product are inaccurate and eth…

cs.CY2026

AI Misuse in Education Is a Measurement Problem: Toward a Learning Visibility Framework

Eduardo Davalos, Yike Zhang

The rapid integration of conversational AI systems into educational settings has intensified ethical concerns about academic integrity, fairness, and students' cognitive developmen…

cs.CV2026

From Preoperative CT to Postmastoidectomy Mesh Construction: Mastoidectomy Shape Prediction for Cochlear Implant Surgery

Yike Zhang, Eduardo Davalos, Dingjie Su +2

Cochlear Implant (CI) surgery treats severe hearing loss by inserting an electrode array into the cochlea to stimulate the auditory nerve. An important step in this procedure is ma…

cs.CV2025

Trainee Action Recognition through Interaction Analysis in CCATT Mixed-Reality Training

Divya Mereddy, Marcos Quinones-Grueiro, Ashwin T S +7

This study examines how Critical Care Air Transport Team (CCATT) members are trained using mixed-reality simulations that replicate the high-pressure conditions of aeromedical evac…

cs.HC2025

Designing Gaze Analytics for ELA Instruction: A User-Centered Dashboard with Conversational AI Support

Eduardo Davalos, Yike Zhang, Shruti Jain +9

Eye-tracking offers rich insights into student cognition and engagement, but remains underutilized in classroom-facing educational technology due to challenges in data interpretati…

cs.CV2025

WEBEYETRACK: Scalable Eye-Tracking for the Browser via On-Device Few-Shot Personalization

Eduardo Davalos, Yike Zhang, Namrata Srivastava +7

With advancements in AI, new gaze estimation methods are exceeding state-of-the-art (SOTA) benchmarks, but their real-world application reveals a gap with commercial eye-tracking s…

cs.GR2025

Vision6D: 3D-to-2D Interactive Visualization and Annotation Tool for 6D Pose Estimation

Yike Zhang, Eduardo Davalos, Jack Noble

Accurate 6D pose estimation has gained more attention over the years for robotics-assisted tasks that require precise interaction with physical objects. This paper presents an inte…

cs.CY2025

LLMs as Educational Analysts: Transforming Multimodal Data Traces into Actionable Reading Assessment Reports

Eduardo Davalos, Yike Zhang, Namrata Srivastava +5

Reading assessments are essential for enhancing students' comprehension, yet many EdTech applications focus mainly on outcome-based metrics, providing limited insights into student…

cs.CV2025

SSDD-GAN: Single-Step Denoising Diffusion GAN for Cochlear Implant Surgical Scene Completion

Yike Zhang, Eduardo Davalos, Jack Noble

Recent deep learning-based image completion methods, including both inpainting and outpainting, have demonstrated promising results in restoring corrupted images by effectively fil…

cs.HC2025

Beyond Instructed Tasks: Recognizing In-the-Wild Reading Behaviors in the Classroom Using Eye Tracking

Eduardo Davalos, Jorge Alberto Salas, Yike Zhang +7

Understanding reader behaviors such as skimming, deep reading, and scanning is essential for improving educational instruction. While prior eye-tracking studies have trained models…

cs.LG2024★ 2 cited

Multimodal Methods for Analyzing Learning and Training Environments: A Systematic Literature Review

Clayton Cohn, Eduardo Davalos, Caleb Vatral +7

Recent technological advancements in multimodal machine learning--including the rise of large language models (LLMs)--have improved our ability to collect, process, and analyze div…

cs.CV2024

Self-supervised Mamba-based Mastoidectomy Shape Prediction for Cochlear Implant Surgery

Yike Zhang, Eduardo Davalos, Dingjie Su +2

Cochlear Implant (CI) procedures require the insertion of an electrode array into the cochlea within the inner ear. To achieve this, mastoidectomy, a surgical procedure involving t…

cs.CV2024

FastPoseCNN: Real-Time Monocular Category-Level Pose and Size Estimation Framework

Eduardo Davalos, Mehran Aminian

The primary focus of this paper is the development of a framework for pose and size estimation of unseen objects given a single RGB image - all in real-time. In 2019, the first cat…

cs.CV2024

3D Gaze Tracking for Studying Collaborative Interactions in Mixed-Reality Environments

Eduardo Davalos, Yike Zhang, Ashwin T. S. +3

This study presents a novel framework for 3D gaze tracking tailored for mixed-reality settings, aimed at enhancing joint attention and collaborative efforts in team-based scenarios…

cs.AI2024

A First Step in Using Machine Learning Methods to Enhance Interaction Analysis for Embodied Learning Environments

Joyce Fonteles, Eduardo Davalos, Ashwin T. S. +9

Investigating children's embodied learning in mixed-reality environments, where they collaboratively simulate scientific processes, requires analyzing complex multimodal data to in…

cs.CV2024

Monocular Microscope to CT Registration using Pose Estimation of the Incus for Augmented Reality Cochlear Implant Surgery

Yike Zhang, Eduardo Davalos, Dingjie Su +2

For those experiencing severe-to-profound sensorineural hearing loss, the cochlear implant (CI) is the preferred treatment. Augmented reality (AR) aided surgery can potentially imp…