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

6 papers

cs.HC2026

Who Is Talking to the Agent? LLMs in Multi-User 3D Virtual Environments

Mohammad Al-Ratrout, Shayla Sharmin, Roghayeh Leila Barmaki

When several people share a 3D virtual room with an LLM agent, the agent must decide not only what to say, but whether an utterance was addressed to it and, if accessible, what pro…

cs.CV2026

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

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

Can a Video Large Language Model (Video-LLM) follow one person through a long video, keeping track of who they are well enough to report, in order, how their outfit changes across…

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.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.…

cs.HC2024★ 1 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. Neurophysiological evidence can complement behavioral and learning measures when examining how u…