Madhumitha Venkatesan

2 papers indexed

arxivcs.AI2026-07-16

Plover: Steering GUI Agents through Plan-Centric Interaction

Madhumitha Venkatesan, Shicheng Wen, Jiajing Guo, Jorge Piazentin Ono, Liu Ren, Dongyu Liu

Graphical user interface (GUI) automation remains challenging in real-world environments, where dynamic layouts, unexpected dialogs, and evolving interface states can cause autonomous agents to drift from user intent. Recent vision-based multimodal agents improve flexibility by o…

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arxivcs.CV2026-07-06

VEIL: How Visual Encoding Hijacking Induces Bias In Vision Models

Suranjana Sooraj, Xuyang Chen, Madhumitha Venkatesan, Dongyu Liu

Rendering time series as chart images for CNN-based classification has become increasingly common in time-series classification (TSC). However, it remains unclear whether models learn underlying temporal patterns or rely on encoding-specific visual cues introduced by chart design…

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