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Mitchell Gordon

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#human-computer interacti... Preprint Oct 2026

A Scale For Value Alignment In Human-AI Interaction

Value alignment is a central objective in AI and HCI research, yet no validated instrument measures how users perceive it. This gap hampers the comparison and accumulation of findings and limits the effectiveness of applications, where understanding users'viewpoints is critical. We construct and evaluate a 13-item psyc...

L. Hegemann, Steeven Villa, Hyemin Bang et al. · 0 citations

Alignment has a Fantasia Problem

It is argued that Fantasia interactions demand a rethinking of alignment research, where AI systems optimize how cognitive responsibility is allocated within an interaction, and highlights gaps in state-of-the-art alignment methods.

Nathanael Jo, Zoe De Simone, Mitchell Gordon et al. · 0 citations
Review Aug 2026

MatrAIx: Simulating the World with 8.3 Billion Persona Agents

MatrAIx is introduced, a population-scale simulated-user evaluation infrastructure for testing AI systems and digital products with heterogeneous users and provides an end-to-end infrastructure for evaluating AI systems and digital products with diverse simulated human users.

Xiaomin Li, Yuexing Hao, Jian Hou et al. · 1 citation

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