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437 results on '"Kumar, Bhuvnesh"'

4. HDL-GPT: High-Quality HDL is All You Need

Author

Kumar, Bhuvnesh, Nanda, Saurav, Parthasarathy, Ganapathy, Patil, Pawan, Tsai, Austin, and Choudhary, Parivesh

Subjects
Computer Science - Machine Learning, Computer Science - Artificial Intelligence
Abstract

This paper presents Hardware Description Language Generative Pre-trained Transformers (HDL-GPT), a novel approach that leverages the vast repository of open-source High Definition Language (HDL) codes to train superior quality large code models. The core premise of this paper is the hypothesis that high-quality HDL is all you need to create models with exceptional performance and broad zero-shot generalization abilities. The paper elucidates the methods employed for the curation and augmentation of large corpora from open-source HDL code, transforming highly variable quality data into high-quality data through careful prompting and context maintenance. We demonstrate that the careful selection, filtering, and augmentation of data across HDLs can yield powerful models that surpass current state-of-the-art models. We also explore the impact of different fine-tuning methods on the quality of results. We describe experimental results across a range of fine-tuned SOTA LLMs, substantiating our claims. We demonstrate improvements of 50% to 200% over SOTA HDL models on current benchmarks in tasks ranging from HDL circuit explanations, code generation, formal and simulation testbench creation, triaging bugs, and fixing them. HDL-GPT opens new avenues for the development of advanced model training techniques for circuit design tasks., Comment: DAC 2024 Invited Paper

Published
2024

7. A Hovercraft

Author

Saini, Ashish, Gupta, Abhishek, Singh, Bhanu Pratap, Kumar, Bhuvnesh, Soni, Devesh, and Gautam, Kartik

Published
2016

13. Novel Flow Cytometry-Based Method for Detection of Anti-HLA Complement Activating Donor-Specific Antibodies in Renal Transplant Recipients and Its Comparison With Other Conventional Detection Methods

Author

Rani, Lekha, Singh, Heera, Saikia, Biman, Aggarwal, Ritu, Kumar, Yashwant, Kumar, Mahendra, Chhabra, Seema, Kumar, Manoj, Kumar, Bhuvnesh, Kumar, Vinkesh, Das, Prabir, Sharma, Ashish, Ramchandran, Raja, Kohli, Harbir Singh, and Minz, Ranjana Walker

Published
2023
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16. Obesity: A Risk Factor for COVID-19

Author

Srivastava, Sukanya, Rathor, Richa, Singh, Somnath, Kumar, Bhuvnesh, Suryakumar, Geetha, Crusio, Wim E., Series Editor, Dong, Haidong, Series Editor, Radeke, Heinfried H., Series Editor, Rezaei, Nima, Series Editor, Steinlein, Ortrud, Series Editor, Xiao, Junjie, Series Editor, Asea, Alexzander A. A., editor, and Kaur, Punit, editor

Published
2021
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