Search Results for author: Zia Abbas

Found 3 papers, 0 papers with code

Enhancing ML model accuracy for Digital VLSI circuits using diffusion models: A study on synthetic data generation

no code implementations15 Oct 2023 Prasha Srivastava, Pawan Kumar, Zia Abbas

Generative AI has seen remarkable growth over the past few years, with diffusion models being state-of-the-art for image generation.

Data Augmentation Image Generation +1

Qualitative Data Augmentation for Performance Prediction in VLSI circuits

no code implementations15 Feb 2023 Prasha Srivastava, Pawan Kumar, Zia Abbas

Various studies have shown the advantages of using Machine Learning (ML) techniques for analog and digital IC design automation and optimization.

Data Augmentation

AI/ML Algorithms and Applications in VLSI Design and Technology

no code implementations21 Feb 2022 Deepthi Amuru, Harsha V. Vudumula, Pavan K. Cherupally, Sushanth R. Gurram, Amir Ahmad, Andleeb Zahra, Zia Abbas

An evident challenge ahead for the integrated circuit (IC) industry in the nanometer regime is the investigation and development of methods that can reduce the design complexity ensuing from growing process variations and curtail the turnaround time of chip manufacturing.

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