U.S. Department of Energy · Office of Science · ASCR

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.

Lead PI: Sumit Kumar Jha (UF)Co-Lead: Arvind Ramanathan (ANL)Period: June 2023 – August 2025

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

22
Publications
6
Universities
7
PIs
15+
Venues
2.5
Years

Project Leadership

SJ

Sumit Kumar Jha

Lead Principal Investigator

University of Florida (formerly UCF, UTSA & FIU) · DE-SC0024576

AR

Arvind Ramanathan

Co-Lead Principal Investigator

Argonne National Laboratory

Principal Investigators

HZ

Hao Zheng

PI · University of Central Florida

ECE Dept · DE-SC0024428

SK

Sathish A.P. Kumar

PI · Cleveland State University

CS Dept · DE-SC0024686

TK

Turgay Korkmaz

PI · UT San Antonio

CS Dept · DE-SC0024322

SR

Sunny Raj

PI · Oakland University

CSE Dept · DE-SC0024598

RR

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.

Lead

Florida International University

DE-SC0024576 · PI: Jha

7
publications
PI: Sumit Kumar Jha (now UF)
Venues:ASP-DACAAAIDACWACVICLRAISTATS
ANL Collaboration Partner Collaboration
Partner

University of Central Florida

DE-SC0024428 · PI: Zheng

7
publications
PI: Hao Zheng · ECE
Venues:DACWACVICLRAISTATSNeurIPSICMLA
ANL Collaboration Partner Collaboration
Partner

Cleveland State University

DE-SC0024686 · PI: Kumar

5
publications
PI: Sathish A.P. Kumar · CS
Venues:IEEE CAI ×4IEEE IoT Journal
ANL Collaboration Partner Collaboration
Partner

UT San Antonio

DE-SC0024322 · PI: Korkmaz

2
publications
PI: Turgay Korkmaz · CS
Venues:IEEE EDGEIEEE Cloud Summit
ANL Collaboration Partner Collaboration
Partner

Oakland University

DE-SC0024598 · PI: Raj

1
publications
PI: Sunny Raj · CSE
Venues:ICMLA
ANL Collaboration Partner Collaboration
Partner

Bowie State University

DE-SC0024190 · PI: Ramasamy

0
publications
PI: Sreenivasan Ramasamy · CS

No publications found citing DE-SC0024190.

ANL Collaboration Partner Collaboration

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
TitleVenueYear
Towards Area-Efficient Path-Based In-Memory Computing using Graph IsomorphismsASP-DAC 20242024
Integrated Decision Gradients: Compute Your Attributions Where the Model Makes Its DecisionAAAI 20242024
Neuro-Symbolic Representations of 3D Scenes using Universal Scene Description LanguageAAAI 2024 NuCLeaR-W2024
On the Design of Novel XOR-based Attention Mechanism for Enhanced Efficiency of Transformers +UCFDAC 20242024
Zero-Shot Detection of Out-of-Context Objects using Foundation ModelsWACV 20252025
Metric-Driven Attributions for Vision Transformers +UCFICLR 20252025
Explaining ViTs Using Information Flow +UCFAISTATS 20252025

University of Central Florida

DE-SC0024428 · 7 publications
TitleVenueYear
On the Design of Novel XOR-based Attention Mechanism for Enhanced Efficiency of Transformers +FIUDAC 20242024
Data Augmentation for Image Classification using Generative AIWACV 20252025
Metric-Driven Attributions for Vision Transformers +FIUICLR 20252025
Explaining ViTs Using Information Flow +FIUAISTATS 20252025
GAMMA: Gated Multi-hop Message Passing for Homophily-Agnostic Node Representation in GNNsNeurIPS 20252025
Attr-RAG: Attribution-Guided Retrieval-Augmented Generation for Scientific Experiment DesignICMLA 20252025
Multitask Contrastive Learning Using Task-Wise Training and Partitioned Embedding SpaceICMLA 20252025

Cleveland State University

DE-SC0024686 · 5 publications
TitleVenueYear
Graph Neural Network-Based Edge Classification Approach for Detection of Cybersecurity AttacksIEEE CAI 20252025
IRC-SC: Improving Robustness of CNN-based MRI System using SRGAN and CNNIEEE CAI 20252025
FELGNN-DP: Federated Ensemble Learning-Based Graph Neural Network for Disease PredictionIEEE CAI 20252025
FLARE: Federated Learning and Reinforcement Optimization for Cancer Survival ModelsIEEE CAI 20252025
BAAP-FIoT: Blockchain-Assisted Authentication Protocol for Fog-Enabled Internet of Things EnvironmentIEEE IoT Journal2025

UT San Antonio

DE-SC0024322 · 2 publications
TitleVenueYear
The Impact of GPU on Containerized Computer Vision Applications on Edge NodesIEEE EDGE 20242024
LLM-Based Multi-Agent Framework For Troubleshooting Distributed SystemsIEEE Cloud Summit 20252025

Oakland University

DE-SC0024598 · 1 publication
TitleVenueYear
Post-Training Quantization Without BN Statistics: A Data Free ApproachICMLA 20252025

Bowie State University

DE-SC0024190 · 0 publications
No publications found citing DE-SC0024190 in any public paper PDF or repository page.

Cross-Institutional Work

Collaboration Matrix

Number of jointly co-authored papers citing both institutions' grant numbers.

FIUUCFCSUUTSAOaklandBowie St.ANL
FIU30000
UCF30000
Cleveland State00000
UT San Antonio00000
Oakland00000
Bowie State00000
Methodology: A paper counts as cross-institutional when project PIs from multiple partner universities co-author the work. The FIU–UCF collaboration accounts for 3 jointly cited papers (DAC 2024, ICLR 2025, AISTATS 2025).