3 papers
cs.AR2025
Late Breaking Results: Breaking Symmetry- Unconventional Placement of Analog Circuits using Multi-Level Multi-Agent Reinforcement Learning
Supriyo Maji, Linran Zhao, Souradip Poddar +1
Layout-dependent effects (LDEs) significantly impact analog circuit performance. Traditionally, designers have relied on symmetric placement of circuit components to mitigate varia…
cs.AR2024
Multi-Objective Optimization for Common-Centroid Placement of Analog Transistors
Supriyo Maji, Hyungjoo Park, Gi moon Hong +2
In analog circuits, process variation can cause unpredictability in circuit performance. Common-centroid (CC) type layouts have been shown to mitigate process-induced variations an…
cs.LG2023
Practical Layout-Aware Analog/Mixed-Signal Design Automation with Bayesian Neural Networks
Ahmet F. Budak, Keren Zhu, David Z. Pan
The high simulation cost has been a bottleneck of practical analog/mixed-signal design automation. Many learning-based algorithms require thousands of simulated data points, which…