3 papers
cs.SE2026
AgenticTCAD: A LLM-based Multi-Agent Framework for Automated TCAD Code Generation and Device Optimization
Guangxi Fan, Tianliang Ma, Xuguang Sun +3
With the continued scaling of advanced technology nodes, the design-technology co-optimization (DTCO) paradigm has become increasingly critical, rendering efficient device design a…
cs.ET2024
Late Breaking Results: Fast System Technology Co-Optimization Framework for Emerging Technology Based on Graph Neural Networks
Tianliang Ma, Guangxi Fan, Xuguang Sun +3
This paper proposes a fast system technology co-optimization (STCO) framework that optimizes power, performance, and area (PPA) for next-generation IC design, addressing the challe…
cs.LG2023
Fast Cell Library Characterization for Design Technology Co-Optimization Based on Graph Neural Networks
Tianliang Ma, Guangxi Fan, Zhihui Deng +3
Design technology co-optimization (DTCO) plays a critical role in achieving optimal power, performance, and area (PPA) for advanced semiconductor process development. Cell library…