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Huiyuan Zhang

3 accepted papers

2026

Learning Hierarchical and Geometry-Aware Graph Representations for Text-to-CAD

ICLR 2026poster

Text-to-CAD code generation is a long-horizon task, requiring the translation of instructions into a long sequence of interdependent operations. This process is exceptionally fragile, as minor early errors can propagate through the sequence and ultimately invalidate an entire complex assembly. Exist…

Cited by 0SourcecodeScholar
2026

Plan then Act: Bi-level CAD Command Sequence Generation

ICLR 2026poster

Computer-Aided Design (CAD), renowned for its flexibility and precision, serves as the foundation of digital design. Recently, some efforts adopt Large Language Models (LLMs) for generating parametric CAD command sequences from text instructions. However, our study reveals that LLMs pre-trained on l…

Cited by 0SourcecodeScholar
2025

Order-Level Attention Similarity Across Language Models: A Latent Commonality

NeurIPS 2025poster

In this paper, we explore an important yet previously neglected question: Do context aggregation patterns across Language Models (LMs) share commonalities? While some works have investigated context aggregation or attention weights in LMs, they typically focus on individual models or attention heads…

Cited by 0SourcecodeScholar