activity
20232025
most citedA Circuit Domain Generalization Framework for Efficient Logic Synthesis in Chip Design

3 citations · 5 across the 10 of their papers we have counts for

collaborators
Showing 2024Show all

6 papers · 1 filter

cs.LG2024

MTLSO: A Multi-Task Learning Approach for Logic Synthesis Optimization

Faezeh Faez, Raika Karimi, Yingxue Zhang +4

Electronic Design Automation (EDA) is essential for IC design and has recently benefited from AI-based techniques to improve efficiency. Logic synthesis, a key EDA stage, transform…

cs.LG2024

SeaDAG: Semi-autoregressive Diffusion for Conditional Directed Acyclic Graph Generation

Xinyi Zhou, Xing Li, Yingzhao Lian +6

We introduce SeaDAG, a semi-autoregressive diffusion model for conditional generation of Directed Acyclic Graphs (DAGs). Considering their inherent layer-wise structure, we simulat…

cs.AR2024★ 1 cited

RTLRewriter: Methodologies for Large Models aided RTL Code Optimization

Xufeng Yao, Yiwen Wang, Xing Li +6

Register Transfer Level (RTL) code optimization is crucial for enhancing the efficiency and performance of digital circuits during early synthesis stages. Currently, optimization r…

cs.AI2024

Logic Synthesis Optimization with Predictive Self-Supervision via Causal Transformers

Raika Karimi, Faezeh Faez, Yingxue Zhang +4

Contemporary hardware design benefits from the abstraction provided by high-level logic gates, streamlining the implementation of logic circuits. Logic Synthesis Optimization (LSO)…

cs.LO2024

Logic Synthesis with Generative Deep Neural Networks

Xihan Li, Xing Li, Lei Chen +3

While deep learning has achieved significant success in various domains, its application to logic circuit design has been limited due to complex constraints and strict feasibility…

cs.LG2024★ 1 cited

Circuit Transformer: A Transformer That Preserves Logical Equivalence

Xihan Li, Xing Li, Lei Chen +3

Implementing Boolean functions with circuits consisting of logic gates is fundamental in digital computer design. However, the implemented circuit must be exactly equivalent, which…