Area of research
Computer Networks and Communications · Information Systems and Management
Research interest
Research interests include Distributed and Parallel Computing Systems, Scientific Computing and Data Management, Advanced Data Storage Technologies, and Parallel Computing and Optimization Techniques.
32 examples of LLM applications in materials science and chemistry: towards automation, assistants, agents, and accelerated scientific discovery
HiPerRAG: High-Performance Retrieval Augmented Generation for Scientific Insights
A generative artificial intelligence framework based on a molecular diffusion model for the design of metal-organic frameworks for carbon capture
Assessment of fine-tuned large language models for real-world chemistry and material science applications
RuralAI in Tomato Farming: Integrated Sensor System, Distributed Computing, and Hierarchical Federated Learning for Crop Health Monitoring
Modeling the effects of tropospheric ozone on the growth and yield of global staple crops with DSSAT v4.8.0
Evaluation is key: a survey on evaluation measures for synthetic time series
QoS-aware edge AI placement and scheduling with multiple implementations in FaaS-based edge computing
Machine learning-guided discovery of gas evolving electrode bubble inactivation
Accelerating multiscale electronic stopping power predictions with time-dependent density functional theory and machine learning
14 examples of how LLMs can transform materials science and chemistry: a reflection on a large language model hackathon
FAIR for AI: An interdisciplinary and international community building perspective
GenSLMs: Genome-scale language models reveal SARS-CoV-2 evolutionary dynamics
Deep learning at the edge enables real-time streaming ptychographic imaging
What is missing in autonomous discovery: open challenges for the community
Serverless Computing: What It Is, and What It Is Not?
Community action on FAIR data will fuel a revolution in materials research
An Empirical Study of Container Image Configurations and Their Impact on Start Times
Accelerating Communications in Federated Applications with Transparent Object Proxies
The Diminishing Returns of Masked Language Models to Science
Optimizing Scientific Data Transfer on Globus with Error-Bounded Lossy Compression
PSI/J: A Portable Interface for Submitting, Monitoring, and Managing Jobs
SECRE: Surrogate-Based Error-Controlled Lossy Compression Ratio Estimation Framework
Principles of the Battery Data Genome
FAIR principles for AI models with a practical application for accelerated high energy diffraction microscopy
Rural AI: Serverless-Powered Federated Learning for Remote Applications
Efficient high-dimensional variational data assimilation with machine-learned reduced-order models
<i>func</i>X: Federated Function as a Service for Science
Making Common Fund data more findable: catalyzing a data ecosystem
Hierarchical and Decentralised Federated Learning
Frameworks: Globus Search: Search and Analysis over Globally Distributed Data
Collaborative Research: NSF Workshop on Automated, Programmable and Self Driving Labs
Frameworks: Garden: A FAIR Framework for Publishing and Applying AI Models for Translational Research in Science, Engineering, Education, and Industry
Collaborative Research: OAC Core: ScaDL: New Approaches to Scaling Deep Learning for Science Applications on Supercomputers
Collaborative Research: Frameworks: funcX: A Function Execution Service for Portability and Performance
NSF Convergence Accelerator Track D: The Data Hypervisor: Orchestrating Data and Models
Framework: Software: HDR Globus Automate: A Distributed Research Automation Platform
Virtual Data Set Services Enabling New Science at NSF Facilities
EAGER: Designing the OSN Software Platform
BD Spokes: SPOKE: MIDWEST: Collaborative: Integrative Materials Design (IMaD): Leverage, Innovate, and Disseminate
Collaborative Research: CyberSEES:Type 2: Framework to Advance Climate, Economics, and Impact Investigations with Information Technology (FACE-IT)
Collaborative Research: SI2-SSI: SciDaaS - Data Management as a Service
EAGER-ESOCS: Exploring Sustainability Options for Cyberinfrastructure Services
Collaborative Research: Conceptualizing an Institute for Empowering Long Tail Research
Collaborative Research: Managing Cloud Usage Allocation and Accounting for the NSF Community
TeraGrid Extension: Bridging to XD
Critical Services for Cyberinfrastructure: Accounting, Authentication, Authorization, and Accountability Services
SCI: ETF Grid Infrastructure Group: Providing System Management and Integration for the TeraGrid
OCI: Collaborative Research: Community Driven Improvement of Globus Software
Collaborative Research: DOT -- Distributed Optical Testbed to Facilitate the Development of Techniques for Efficient Execution of Distributed Applications
Workshop on Data Derivation and Provenance - Chicago IL