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Mugeng Liu

3 accepted papers

2026

Beyond Static Endpoints: Tool Programs as an Interface for Flexible Agentic Web Services

ICML 2026poster

In the agentic web era, LLM-based agents increasingly invoke web services as tools, yet most interfaces are still exposed as \emph{static endpoints}. As tasks grow into long-horizon workflows with loops, conditionals, joins, and retries, agents must externalize control flow into stepwise calls and m…

Cited by 0SourceScholar
2026

ROGA: Scaling Generalist Agents for Office Productivity Tasks via Tool Generation

ICLR 2026poster

Automatic tool generation (ATG) has emerged as a key approach to enable the automatic adaptation across diverse tasks within a single generalist agent. Despite their potential, we argue that current ATG agents, often built on reactive paradigms, fail to effectively adapt to realistic environments re…

Cited by 0SourceScholar
2025

SheetDesigner: MLLM-Powered Spreadsheet Layout Generation with Rule-Based and Vision-Based Reflection

EMNLP 2025

Spreadsheets are critical to data-centric tasks, with rich, structured layouts that enable efficient information transmission. Given the time and expertise required for manual spreadsheet layout design, there is an urgent need for automated solutions.However, existing automated layout models are ill

Cited by 0SourcePDFScholar