works on

From the 1 of 5 linked papers with an AI index.

most citedNeurophysiological Insights into Multimedia-based Education: A PRISMA-ScR Review of fNIRS in Game-Integrated Learning Systems

1 citations · 1 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CV2026

Do Video-LLMs Actually Watch? Diagnosing Character-Tracking Failures in Long-Form Video

Mohammad Al-Ratrout, Shayla Sharmin, Aditya Raikwar +1

The paper evaluates whether video large language models can consistently track individual characters across long videos and finds that current models largely ignore the specific pe…

cs.HC2026

Indirect and Direct AI Scaffolding for Computational Problem Posing: A Pilot Experience Report

Shayla Sharmin, Mohammad Fahim Abrar, Mohammad Al-Ratrout +1

Problem posing is a valuable learning activity in computing education, encouraging learners to actively construct, refine, and reflect on problems rather than simply solving them.…

cs.HC2026

How YouTube Frames ChatGPT Use in Education: An Epistemic Network Analysis with Supporting Multimodal Metadata

Shayla Sharmin, Mohammad Al-Ratrout, Mohammad Fahim Abrar +1

We examine educational YouTube videos through multimodal metadata, such as transcripts, titles, thumbnails, and viewer comments, to investigate how ChatGPT is framed across creator…

cs.HC20261 cited

Neurophysiological Insights into Multimedia-based Education: A PRISMA-ScR Review of fNIRS in Game-Integrated Learning Systems

Shayla Sharmin, Gael Lucero-Palacios, Behdokht Kiafar +4

Game-integrated learning systems (GILS) are a growing form of multimedia education. Brain-based evidence can help researchers and designers understand how GILS design choices shape…

cs.HC2026

AFA: Identity-Aware Memory for Preventing Persona Confusion in Multi-User Dialogue

Mohammad Al-Ratrout, Pavan Uttej Ravva, Shayla Sharmin +3

When multiple people share a single voice assistant, the system conflates their histories: one resident's preferences can leak into another's responses, eroding utility and trust.…