How do Visual Attributes Influence Web Agents? A Comprehensive Evaluation of User Interface Design Factors
A framework (VAF) for measuring how UI design affects web agents across diverse sites. Background contrast, item size, position, and card clarity strongly shape agent actions; fonts and text colors have minimal impact.
What Is Your AI Agent Buying? Evaluation, Biases, Model Dependence, & Emerging Implications for Agentic E-Commerce
AI agents exhibit choice homogeneity, position biases, and can be manipulated through product descriptions. AI-driven commerce operates differently than human shopping.
When Your AI Agent Succumbs to Peer-Pressure: Studying Opinion-Change Dynamics of LLMs
LLMs change opinions when exposed to peer disagreement, with varying conformity thresholds and asymmetry mirroring human negativity bias.