Siyang Cai

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

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Architecture Design (Transformers, SSMs, MoE) (1)Code Generation & Program Synthesis (1)Data Curation & Synthetic Data (1)

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Cangyuan Li (1)Yinhe Han (1)Ying Wang (1)

Papers (1)

Mar 10, 2026

Siyang Cai +36d ago·also Meta AI, NYU

Wrong Code, Right Structure: Learning Netlist Representations from Imperfect LLM-Generated RTL

Imperfect code from LLMs can still teach AI to understand circuit structure, unlocking a scalable path to netlist representation learning without expensive, clean datasets.

Siyang Cai, Cangyuan Li, Yinhe Han +1

Architecture Design (Transformers, SSMs, MoE)Code Generation & Program Synthesis Data Curation & Synthetic Data

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Siyang Cai

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)