Akash Dutta

According to our database, Akash Dutta authored at least 11 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

The Landscape and Challenges of HPC Research and LLMs.

Le Chen, Nesreen K. Ahmed, Akash Dutta, Arijit Bhattacharjee, Sixing Yu, Quazi Ishtiaque Mahmud, Waqwoya Abebe, Hung Phan, Aishwarya Sarkar, Branden Butler, Niranjan Hasabnis, Gal Oren, Vy A. Vo, Juan Pablo Muñoz, Theodore L. Willke, Tim Mattson, Ali Jannesari

CoRR, 2024

Static Generation of Efficient OpenMP Offload Data Mappings.

Luke Marzen, Akash Dutta, Ali Jannesari

Proceedings of the International Conference for High Performance Computing, 2024

ParaGraph: Weighted Graph Representation for Performance Optimization of HPC Kernels.

Ali TehraniJamsaz, Alok Mishra, Akash Dutta, Abid M. Malik, Barbara M. Chapman, Ali Jannesari

Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2024

Efficient Code Region Characterization Through Automatic Performance Counters Reduction Using Machine Learning Techniques.

Suren Harutyunyan, Eduardo César, Anna Sikora, Jiri Filipovic, Akash Dutta, Ali Jannesari, Jordi Alcaraz

Proceedings of the Euro-Par 2024: Parallel Processing, 2024

MIREncoder: Multi-modal IR-based Pretrained Embeddings for Performance Optimizations.

Akash Dutta, Ali Jannesari

Proceedings of the 2024 International Conference on Parallel Architectures and Compilation Techniques, 2024

2023

Predicting number of threads using balanced datasets for openMP regions.

Jordi Alcaraz, Ali TehraniJamsaz, Akash Dutta, Anna Sikora, Ali Jannesari, Joan Sorribes, Eduardo César

Computing, May, 2023

Power Constrained Autotuning using Graph Neural Networks.

Akash Dutta, Jee Choi, Ali Jannesari

Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2023

Performance Optimization using Multimodal Modeling and Heterogeneous GNN.

Akash Dutta, Jordi Alcaraz, Ali TehraniJamsaz, Eduardo César, Anna Sikora, Ali Jannesari

Proceedings of the 32nd International Symposium on High-Performance Parallel and Distributed Computing, 2023

2022

Pattern-based Autotuning of OpenMP Loops using Graph Neural Networks.

Akash Dutta, Jordi Alcaraz, Ali TehraniJamsaz, Anna Sikora, Eduardo César, Ali Jannesari

Proceedings of the IEEE/ACM International Workshop on Artificial Intelligence and Machine Learning for Scientific Applications, 2022

Learning Intermediate Representations using Graph Neural Networks for NUMA and Prefetchers Optimization.

Ali TehraniJamsaz, Mihail Popov, Akash Dutta, Emmanuelle Saillard, Ali Jannesari

Proceedings of the 2022 IEEE International Parallel and Distributed Processing Symposium, 2022

2020

Blockchain-based E-waste Management in 5G Smart Communities.

Amit Dua, Akash Dutta, Nishat Zaman, Neeraj Kumar

Proceedings of the 39th IEEE Conference on Computer Communications, 2020