Deepak Narayanan

Sathyabama Institute of Science and Technology — India

Computer Science · Physical Sciences

17h-index4.1kcitations55works2.22yr avg
OpenAlex↗ORCID↗Google Scholar↗Lab page↗

Accepting Students?

No reports yet. Know if this professor is taking students?

Research Topics

Advanced Neural Network Applications(11), Parallel Computing and Optimization Techniques(11), Topic Modeling(9), Cloud Computing and Resource Management(9), Machine Learning and Data Classification(9)

Publications54 total

Deep learning for sea surface temperature prediction in the Indian Ocean: A comparative study using 1D-CNN, LSTM, 1DCNN-LSTM and attention based 1DCNN-LSTM architectures
Dynamics of Atmospheres and Oceans·2025
Pretraining Large Language Models with NVFP4
arXiv (Cornell University)·2025Open Access
NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model
arXiv (Cornell University)·2025Open Access
Llama-Nemotron: Efficient Reasoning Models
arXiv (Cornell University)·2025· 1 citedOpen Access
Nemotron-H: A Family of Accurate and Efficient Hybrid Mamba-Transformer Models
arXiv (Cornell University)·2025Open Access
The Case for Co-Designing Model Architectures with Hardware
2024· 5 cited
Nemotron-4 340B Technical Report
arXiv (Cornell University)·2024· 6 citedOpen Access
An Empirical Study of Mamba-based Language Models
arXiv (Cornell University)·2024· 9 citedOpen Access
Nemotron-4 15B Technical Report
arXiv (Cornell University)·2024Open Access
The Case for Co-Designing Model Architectures with Hardware
arXiv (Cornell University)·2024· 1 citedOpen Access
Packrat: Automatic Reconfiguration for Latency Minimization in CPU-based DNN Serving
arXiv (Cornell University)·2023Open Access
Holistic Evaluation of Text-To-Image Models
arXiv (Cornell University)·2023· 13 citedOpen Access
MGit: A Model Versioning and Management System
arXiv (Cornell University)·2023· 1 citedOpen Access
Cheaply Evaluating Inference Efficiency Metrics for Autoregressive Transformer APIs
arXiv (Cornell University)·2023Open Access
MegaBlocks: Efficient Sparse Training with Mixture-of-Experts
arXiv (Cornell University)·2022· 19 citedOpen Access
Holistic Evaluation of Language Models
arXiv (Cornell University)·2022· 114 citedOpen Access
A natural systemic to pulmonary artery shunt
Indian Journal of Thoracic and Cardiovascular Surgery·2022· 1 citedOpen Access
Allocation of fungible resources via a fast, scalable price discovery method
Mathematical Programming Computation·2022· 3 cited
Complications of trans-catheter closure of atrial septal defects
Indian Journal of Thoracic and Cardiovascular Surgery·2022· 4 citedOpen Access
Piper: Multidimensional Planner for DNN Parallelization
Neural Information Processing Systems·2021· 12 cited
page 1 of 3Next →

Frequent Co-authors

Matei Zaharia(26), Amar Phanishayee(11), Peter Bailis(11), Keshav Santhanam(9), Fiodar Kazhamiaka(9), Daniel Kang(7), Peter Kraft(7), Jared Casper(7), Bryan Catanzaro(7), Samuel Madden(6), Shoumik Palkar(6), Firas Abuzaid(5), Akshay Agrawal(5), Stephen Boyd(5), Mohammad Shoeybi(5), Mostofa Patwary(5), Joseph Jennings(5), John Kamalu(5), Ameya Sunil Mahabaleshwarkar(5), Jupinder Parmar(5)