Aditya Balu

Researcher, Translational AI Center, Iowa State University

Joined

July 2019

Names

Aditya Balu

Emails

****@iastate.edu (Confirmed)

Personal Links

DBLP

Career & Education History

Researcher

Translational AI Center, Iowa State University (iastate.edu)

2021 – Present

Postdoc

Iowa State University (iastate.edu)

2020 – 2021

PhD student

Iowa State University (iastate.edu)

2016 – 2020

Advisors, Relations & Conflicts

PhD Advisor

Adarsh Krishnamurthy

2016 – 2020

PhD Advisor

Soumik Sarkar

2016 – 2020

Coworker

Jay Pathak

2018 – 2019

Expertise

Distributed Deep Learning

2017 – Present

Geometric Deep Learning

2017 – Present

Physics Aware Learning

2016 – Present

Publications

Benchmarking Tabular Foundation Models for Agricultural Yield Prediction
Mohammed Musthafa Rafi, Timilehin Ayanlade, Baskar Ganapathysubramanian, Soumik Sarkar, Adarsh Krishnamurthy, Chinmay Hegde, Aditya Balu
- AgriAI 2026 Poster
- Readers: Everyone
Towards Large Reasoning Models for Agriculture
Hossein Zaremehrjerdi, Shreyan Ganguly, Ashlyn Rairdin, Elizabeth Tranel, Benjamin Feuer, Joshua Russell Waite, Muhammad Arbab Arshad, Juan Ignacio Di Salvo, Srikanth Panthulugiri, Hernan Torres Pacin, Victoria Moser, Sarah Jones, Joscif G Raigne, Yanben Shen, Heidi M. Dornath, Aditya Balu, Adarsh Krishnamurthy, Asheesh K Singh, ARTI SINGH, Baskar Ganapathysubramanian et al. (2 additional authors not shown)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Balancing Utility and Privacy: Dynamically Private SGD with Random Projection
Zhanhong Jiang, Md Zahid Hasan, Nastaran Saadati, Aditya Balu, Chao Liu, Soumik Sarkar
- Accepted by TMLR
- Readers: Everyone
MPFBench: A Large Scale Dataset for SciML of Multi-Phase-Flows: Droplet and Bubble Dynamics
Mehdi Shadkhah, Ronak Tali, Ali Rabeh, Cheng-Hau Yang, Ethan Herron, Abhisek Upadhyaya, Adarsh Krishnamurthy, Chinmay Hegde, Aditya Balu, Baskar Ganapathysubramanian
- Accepted by DMLR
- Readers: Everyone
FlowBench: A Large Scale Benchmark for Flow Simulation over Complex Geometries
Ronak Tali, Ali Rabeh, Cheng-Hau Yang, Mehdi Shadkhah, Samundra Karki, Abhisek Upadhyaya, Suriya Dhakshinamoorthy, Marjan Saadati, Soumik Sarkar, Adarsh Krishnamurthy, Chinmay Hegde, Aditya Balu, Baskar Ganapathysubramanian
- Accepted by DMLR
- Readers: Everyone
Assisted Few-Shot Learning for Vision-Language Models in Agricultural Stress Phenotype Identification
Muhammad Arbab Arshad, Talukder Zaki Jubery, Asheesh K Singh, ARTI SINGH, Chinmay Hegde, Baskar Ganapathysubramanian, Aditya Balu, Adarsh Krishnamurthy, Soumik Sarkar
- AFM 2024 Poster
- Readers: Everyone
A Unified Convergence Theory for Large Language Model Efficient Fine-tuning
Zhanhong Jiang, Nastaran Saadati, Aditya Balu, Minh Pham, Joshua Russell Waite, Nasla Saleem, Chinmay Hegde, Soumik Sarkar
- NeurIPS 2024 Workshop
- Readers: Everyone
MPFBench: A Large Scale Dataset for SciML of Multi-Phase-Flows: Droplet and Bubble Dynamics
Mehdi Shadkhah, Ronak Tali, Ali Rabeh, Ethan Herron, Cheng-Hau Yang, Abhisek Upadhyaya, Adarsh Krishnamurthy, Chinmay Hegde, Aditya Balu, Baskar Ganapathysubramanian
- Submitted to ICLR 2025
- Readers: Everyone
D2P2-SGD: Dynamically Differentially Private Projected Stochastic Gradient Descent
Zhanhong Jiang, Md Zahid Hasan, Nastaran Saadati, Aditya Balu, Chao Liu, Soumik Sarkar
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
NeuFENet: neural finite element solutions with theoretical bounds for parametric PDEs
Biswajit Khara, Aditya Balu, Ameya Joshi, Soumik Sarkar, Chinmay Hegde, Adarsh Krishnamurthy, Baskar Ganapathysubramanian
- Engineering with Computers
- Readers: Everyone

View all 26 publications

Co-Authors

View all 62 co-authors