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Jianwei Zhong

2 accepted papers

2026

$R^3$DAO: Reactive Recovery and Reconstruction for Long-horizon Data Agent Orchestration

ICML 2026poster

End-to-end data science agent workflows involve tightly coupled sub-processes with strong dynamic dependencies, posing a challenging long-horizon orchestration problem. Existing frameworks primarily rely on static, chain-like execution plans, which are prone to error propagation from early stages—of…

Cited by 0SourceScholar
2026

Graph-Link: Bridging the Semantic-Structural Gap in Text-to-SQL via Constrained Subgraph Induction

ICML 2026poster

Schema Linking serves as the foundational perception layer in Text-to-SQL, tasked with grounding natural language queries into relevant schema elements. However, existing retrieval-based approaches suffer from a critical *structural blindness*: by prioritizing elements with high textual similarity, …

Cited by 0SourceScholar