Aishwarya Sarkar

13 papers C 1Journal 9Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
Rudder: Steering Prefetching in Distributed GNN Training using LLM Agents.
CoRR
Aishwarya Sarkar, Sayan Ghosh, Nathan R. Tallent, Aman Chadha, Tanya G. Roosta, Ali Jannesari
2025 — conf
Enhanced Soups for Graph Neural Networks.
IPDPS (Workshops)
Joseph Zuber, Aishwarya Sarkar, Joseph Jennings, Ali Jannesari
2025 J jnl
Enhanced Soups for Graph Neural Networks.
CoRR
Joseph Zuber, Aishwarya Sarkar, Joseph Jennings, Ali Jannesari
2025 — conf
HydroGAT: Distributed Heterogeneous Graph Attention Transformer for Spatiotemporal Flood Prediction.
SIGSPATIAL/GIS
Aishwarya Sarkar, Autrin Hakimi, Xiaoqiong Chen, Hai Huang, Chaoqun Lu, Ibrahim Demir, Ali Jannesari
2025 J jnl
HydroGAT: Distributed Heterogeneous Graph Attention Transformer for Spatiotemporal Flood Prediction.
CoRR
Aishwarya Sarkar, Autrin Hakimi, Xiaoqiong Chen, Hai Huang, Chaoqun Lu, Ibrahim Demir, Ali Jannesari
2025 J jnl
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization.
CoRR
Sadegh Jafari, Aishwarya Sarkar, Mohiuddin Bilwal, Ali Jannesari
2024 C conf
MassiveGNN: Efficient Training via Prefetching for Massively Connected Distributed Graphs.
CLUSTER
Aishwarya Sarkar, Sayan Ghosh, Nathan R. Tallent, Ali Jannesari
2024 J jnl
MassiveGNN: Efficient Training via Prefetching for Massively Connected Distributed Graphs.
CoRR
Aishwarya Sarkar, Sayan Ghosh, Nathan R. Tallent, Ali Jannesari
2024 J jnl
The Landscape and Challenges of HPC Research and LLMs.
CoRR
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
2023 J jnl
Accelerating Domain-aware Deep Learning Models with Distributed Training.
CoRR
Aishwarya Sarkar, Chaoqun Lu, Ali Jannesari
2023 — conf
Domain-Aware Scalable Distributed Training for Geo-Spatiotemporal Data.
IPDPS Workshops
Aishwarya Sarkar, Jien Zhang, Chaoqun Lu, Ali Jannesari
2021 J jnl
Transfer Learning Approaches for Knowledge Discovery in Grid-based Geo-Spatiotemporal Data.
CoRR
Aishwarya Sarkar, Jien Zhang, Chaoqun Lu, Ali Jannesari
2020 J jnl
HydroDeep - A Knowledge Guided Deep Neural Network for Geo-Spatiotemporal Data Analysis.
CoRR
Aishwarya Sarkar, Jien Zhang, Chaoqun Lu, Ali Jannesari