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October 5, 2025Open Access

WALT: Web Agents that Learn Tools

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Authors

VPViraj PrabhuYDYutong DaiMFMatthew Fernandez

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Overview

WALT utilizes high-level operations to enhance browser automation in dynamic web environments, implying improved efficiency and reliability.

Key Points

  • WALT achieves higher success rates in browser automation with improved efficiency, employing reliable tool invocation over fragile interactions.
  • It reduces LLM-dependent reasoning, which often falters under dynamic and complex website layouts, streamlining the automation process.
  • The framework focuses on reverse-engineering website functionalities, making low-level execution obsolete in browser tasks.
  • WALT demonstrates its effectiveness on platforms like VisualWebArena and WebArena, highlighting its robust and generalizable capabilities.

Cite This Study

Prabhu et al. (2025) studied this question.

synapsesocial.com/papers/68e25385d6d66a53c2474bechttps://doi.org/10.48550/arxiv.2510.01524
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