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Jinxiang Meng

3 accepted papers

2026

DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle

ICLR 2026poster

Real-world enterprise data intelligence workflows encompass data engineering that turns raw sources into analytical-ready tables and data analysis that convert those tables into decision-oriented insights. We introduce DAComp, a benchmark of 236 tasks that mirrors these complex workflows. Data engi…

Cited by 0SourceScholar
2026

DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios

ICML 2026poster

Real-world data visualization (DV) requires native environmental grounding, cross-platform evolution, and proactive intent alignment. Yet, existing benchmarks often suffer from code-sandbox confinement, single-language creation-only tasks, and assumption of perfect intent. To bridge these gaps, we i…

Cited by 0SourceScholar
2026

TaREx: Reinforcement Learning for Code-Driven Table Reasoning

AAAI 2026technical

Automatically solving table reasoning tasks remains challenging due to three main factors: (1) diverse and hierarchical table structures that hinder comprehension, (2) the heavy reliance on complex logical and numerical reasoning—which makes purely text-based methods prone to hallucinations—and (3)

Cited by 0SourcePDFScholar