Mobilizing the Emerging
AI Talent
A $5M DOE-funded consortium of six universities and Argonne National Laboratory advancing contemporary AI research for autonomous scientific laboratories.
Project Abstract
Program Overview
The Mobilizing the Emerging AI Talent project is a collaboration between the University of Texas at San Antonio, the Argonne National Laboratory, Bowie State University, Oakland University, Cleveland State University, Florida International University, and the University of Central Florida.
The project aims to train faculty, doctoral, graduate, and undergraduate students at six universities on contemporary AI research relevant to the Department of Energy, including topics such as transformers, perceivers, large language models, pre-trained visual and scientific models, and control of autonomous scientific labs.
The project team seeks to pursue scientific and technical innovations to support its educational and outreach plans. The project team, including Ph.D. students and undergraduate researchers, will study topics of contemporary research, such as (i) deep reinforcement learning with symbolic information, (ii) verification of image responses from student programs and generation of explanations for incorrect images, (iii) designing a calibration metric for feedback on codes in Jupyter notebooks, (iv) enhancing privacy and fairness of the underlying AI models, (v) fine-tuning and pruning pre-trained visual models for robotic control in autonomous scientific lab CPS test-beds, and (vi) robustness metrics for pre-trained models. The research team will work together as a collaborative group of six academic institutions mentored by Argonne National Laboratory to actively investigate these fundamental research problems.
At a Glance
Project Leadership
Sumit Kumar Jha
Lead Principal Investigator
University of Florida (formerly UCF, UTSA & FIU) · DE-SC0024576
Arvind Ramanathan
Co-Lead Principal Investigator
Argonne National Laboratory
Principal Investigators
Hao Zheng
PI · University of Central Florida
ECE Dept · DE-SC0024428
Sathish A.P. Kumar
PI · Cleveland State University
CS Dept · DE-SC0024686
Turgay Korkmaz
PI · UT San Antonio
CS Dept · DE-SC0024322
Sunny Raj
PI · Oakland University
CSE Dept · DE-SC0024598
Sreenivasan Ramasamy Ramamurthy
PI · Bowie State University
CS Dept · DE-SC0024190
Partner Institutions
The Consortium
Six universities mentored by Argonne National Laboratory. Paper counts reflect publications where the DOE award number was found in the paper PDF or repository page.
Florida International University
DE-SC0024576 · PI: Jha
University of Central Florida
DE-SC0024428 · PI: Zheng
Cleveland State University
DE-SC0024686 · PI: Kumar
UT San Antonio
DE-SC0024322 · PI: Korkmaz
Oakland University
DE-SC0024598 · PI: Raj
Bowie State University
DE-SC0024190 · PI: Ramasamy
No publications found citing DE-SC0024190.
Research Output
Publications by Institution
Only papers where the DOE award number was confirmed in the paper PDF or repository page. Cross-institutional papers appear under each relevant university.
Florida International University
DE-SC0024576 · 7 publications| Title | Venue | Year |
|---|---|---|
| Towards Area-Efficient Path-Based In-Memory Computing using Graph Isomorphisms | ASP-DAC 2024 | 2024 |
| Integrated Decision Gradients: Compute Your Attributions Where the Model Makes Its Decision | AAAI 2024 | 2024 |
| Neuro-Symbolic Representations of 3D Scenes using Universal Scene Description Language | AAAI 2024 NuCLeaR-W | 2024 |
| On the Design of Novel XOR-based Attention Mechanism for Enhanced Efficiency of Transformers +UCF | DAC 2024 | 2024 |
| Zero-Shot Detection of Out-of-Context Objects using Foundation Models | WACV 2025 | 2025 |
| Metric-Driven Attributions for Vision Transformers +UCF | ICLR 2025 | 2025 |
| Explaining ViTs Using Information Flow +UCF | AISTATS 2025 | 2025 |
University of Central Florida
DE-SC0024428 · 7 publications| Title | Venue | Year |
|---|---|---|
| On the Design of Novel XOR-based Attention Mechanism for Enhanced Efficiency of Transformers +FIU | DAC 2024 | 2024 |
| Data Augmentation for Image Classification using Generative AI | WACV 2025 | 2025 |
| Metric-Driven Attributions for Vision Transformers +FIU | ICLR 2025 | 2025 |
| Explaining ViTs Using Information Flow +FIU | AISTATS 2025 | 2025 |
| GAMMA: Gated Multi-hop Message Passing for Homophily-Agnostic Node Representation in GNNs | NeurIPS 2025 | 2025 |
| Attr-RAG: Attribution-Guided Retrieval-Augmented Generation for Scientific Experiment Design | ICMLA 2025 | 2025 |
| Multitask Contrastive Learning Using Task-Wise Training and Partitioned Embedding Space | ICMLA 2025 | 2025 |
Cleveland State University
DE-SC0024686 · 5 publications| Title | Venue | Year |
|---|---|---|
| Graph Neural Network-Based Edge Classification Approach for Detection of Cybersecurity Attacks | IEEE CAI 2025 | 2025 |
| IRC-SC: Improving Robustness of CNN-based MRI System using SRGAN and CNN | IEEE CAI 2025 | 2025 |
| FELGNN-DP: Federated Ensemble Learning-Based Graph Neural Network for Disease Prediction | IEEE CAI 2025 | 2025 |
| FLARE: Federated Learning and Reinforcement Optimization for Cancer Survival Models | IEEE CAI 2025 | 2025 |
| BAAP-FIoT: Blockchain-Assisted Authentication Protocol for Fog-Enabled Internet of Things Environment | IEEE IoT Journal | 2025 |
UT San Antonio
DE-SC0024322 · 2 publications| Title | Venue | Year |
|---|---|---|
| The Impact of GPU on Containerized Computer Vision Applications on Edge Nodes | IEEE EDGE 2024 | 2024 |
| LLM-Based Multi-Agent Framework For Troubleshooting Distributed Systems | IEEE Cloud Summit 2025 | 2025 |
Oakland University
DE-SC0024598 · 1 publication| Title | Venue | Year |
|---|---|---|
| Post-Training Quantization Without BN Statistics: A Data Free Approach | ICMLA 2025 | 2025 |
Bowie State University
DE-SC0024190 · 0 publicationsCross-Institutional Work
Collaboration Matrix
Number of jointly co-authored papers citing both institutions' grant numbers.
| FIU | UCF | CSU | UTSA | Oakland | Bowie St. | ANL | |
|---|---|---|---|---|---|---|---|
| FIU | — | 3 | 0 | 0 | 0 | 0 | ✓ |
| UCF | 3 | — | 0 | 0 | 0 | 0 | ✓ |
| Cleveland State | 0 | 0 | — | 0 | 0 | 0 | ✓ |
| UT San Antonio | 0 | 0 | 0 | — | 0 | 0 | — |
| Oakland | 0 | 0 | 0 | 0 | — | 0 | ✓ |
| Bowie State | 0 | 0 | 0 | 0 | 0 | — | — |