collaborators

6 papers

cs.AR2026

HighTide: An Agent-Curated Open-Source VLSI Benchmark Suite

Benjamin Goldblatt, Paolo Pedroso, Farhad Modaresi +2

We introduce HighTide, an evolving AI-assisted benchmark suite. Specifically, the contributions are: (i) a diverse open-source suite spanning multiple design languages and technolo…

cs.AR2026

An Open-Source Flow for Single-Phase, Edge-Triggered to Two-Phase, Non-Overlapping Clocking Conversion

Paolo Pedroso, Lee-Way Wang, Matthew Guthaus

Two-phase clocking offers significant advantages in timing margin and clock flexibility, yet its adoption remains limited due to the absence of automation in modern design flows. M…

cs.LG2026

Effective Capacitance Modeling Using Graph Neural Networks

Eren Dogan, Matthew R. Guthaus

Static timing analysis is a crucial stage in the VLSI design flow that verifies the timing correctness of circuits. Timing analysis depends on the placement and routing of the desi…

cs.AR2026

Heterogeneous Memory Design Exploration for AI Accelerators with a Gain Cell Memory Compiler

Xinxin Wang, Lixian Yan, Shuhan Liu +10

As memory increasingly dominates system cost and energy, heterogeneous on-chip memory systems that combine technologies with complementary characteristics are becoming essential. G…

cs.AR2025

OpenGCRAM: An Open-Source Gain Cell Compiler Enabling Design-Space Exploration for AI Workloads

Xinxin Wang, Lixian Yan, Shuhan Liu +10

Gain Cell memory (GCRAM) offers higher density and lower power than SRAM, making it a promising candidate for on-chip memory in domain-specific accelerators. To support workloads w…

cs.AR2025

GATMesh: Clock Mesh Timing Analysis using Graph Neural Networks

Muhammad Hadir Khan, Matthew Guthaus

Clock meshes are essential in high-performance VLSI systems for minimizing skew and handling PVT variations, but analyzing them is difficult due to reconvergent paths, multi-source…