Research Interests
Neuromorphic computing systems
Machine learning acceleration and trustworthy AI
Emerging memory technologies, circuit and architecture
Low power circuits and systems
Selected Grants
DoD Center of Excellence in Advanced Computing and Software (COE-ACS)
ResearchCo-Principal Investigator · Awarded by Georgia State University · 2023 - 2028PARTNER: Neuro-Inspired AI for the Edge at UTSA (NAIAD)
ResearchPrincipal Investigator · Awarded by The University of Texas at San Antonio · 2023 - 2027AI Institute: Athena: AI-Driven Next-generation Networks at the Edge
ResearchCo-Principal Investigator · Awarded by National Science Foundation · 2021 - 2026FuSe: Codesigning devices in neural network for computer vision
ResearchCo-Principal Investigator · Awarded by National Science Foundation · 2023 - 2026CCF Core: Small: Hardware/Software Co-Design for Sustainability at the Edge
ResearchPrincipal Investigator · Awarded by National Science Foundation · 2022 - 2025UAS Detection, Classification and Tracking with Millimeter-Wave MIMO Radar
ResearchCo-Principal Investigator · Awarded by Toyon Research Corporation · 2022 - 2025RINGS: A Deep Reinforcement Learning Enabled Large-scale UAV Network with Distributed Navigation, Mobility Control, and Resilience
ResearchPrincipal Investigator · Awarded by Ohio State University · 2022 - 2025IUCRC Proposal Phase 1 Duke: Center for Alternative Sustainable and Intelligent Computing (ASIC)
ResearchCo-Principal Investigator · Awarded by National Science Foundation · 2018 - 2025Conference: NSF Workshop on Hardware-Software Co-design for Neuro-Symbolic Computation
ConferencePrincipal Investigator · Awarded by National Science Foundation · 2023 - 2024Collaborative Research: ASCENT: 3D memristor convolutional kernels with diffusive memristor based reservoir for real-time machine learning
ResearchPrincipal Investigator · Awarded by University of Massachusetts - Amherst · 2020 - 2024Multi-agent Collaborative Learning and Inference at the Edge
ResearchPrincipal Investigator · Awarded by Georgia State University · 2022 - 2024Collaborative Research: CNS Core: Medium: Exploiting Synergies between Machine learning algorithms and hardware heterogeneity for high-performance and Reliable Manycore Computing Platforms
ResearchPrincipal Investigator · Awarded by National Science Foundation · 2020 - 2024Track D: The Community Resource for Innovation in Polymer Technology (CRIPT)
ResearchPrincipal Investigator · Awarded by Massachusetts Institute of Technology · 2021 - 2023FET: Small:RESONANCE:Accelerating Speech/Language Processing through Collective Training using Commodity ReRAM Chips
ResearchPrincipal Investigator · Awarded by National Science Foundation · 2019 - 2023A Hardware and Software Co-design Framework for Energy Efficient Neuromorphic Systems
ResearchPrincipal Investigator · Awarded by Department of Energy · 2020 - 2022SPX: Collaborative Research: Ula! - An Integrated DNN Acceleration Framework with Enhanced Unsupervised Learning Capability
ResearchCo-Principal Investigator · Awarded by National Science Foundation · 2017 - 2022NSF Convergence Accelerator Track D: A Trusted Integrative Model and Data Sharing Platform for Accelerating AI-Driven Health Innovation
ResearchPrincipal Investigator · Awarded by National Science Foundation · 2020 - 2022Neural-Network Enhanced Radar Surveillance (NNERS)
ResearchCo-Principal Investigator · Awarded by Defense Advanced Research Projects Agency · 2020 - 2022The Controller Design and Integration of Memristor-based Neuromorphic System
ResearchPrincipal Investigator · Awarded by Air Force Research Laboratory · 2018 - 2021Quantifying Ensemble Diversity for Robust Machine Learning (QED RML)
ResearchPrincipal Investigator · Awarded by Radiance Technologies, Inc. · 2019 - 2021CSR: SMALL: Collaborative Research: GAMBIT: Efficient Graph Processing on a Memristor-based Embedded Computing Platform
ResearchPrincipal Investigator · Awarded by National Science Foundation · 2017 - 2020Scalable Event-driven Neuromorphic Learning Mechanics for Human-centric Computing
ResearchPrincipal Investigator · Awarded by Intel Corporation · 2017 - 2020Reverse Engineering of Deceptions (RED)
ResearchPrincipal Investigator · Awarded by Radiance Technologies, Inc. · 2019 - 2020SMALE: Enhancing Scalability of Machine Learning Algorithms on Extreme Scale Computing Platforms
ResearchCo-Principal Investigator · Awarded by Department of Energy · 2017 - 2020Systematically Studying Backdoor Attacks on DNNs and Developing a Detection Architecture
ResearchPrincipal Investigator · Awarded by Army Research Office · 2019 - 2019SHF:Small: Cross-Platform Solutions for Pruning and Accelerating Neural Models
ResearchPrincipal Investigator · Awarded by National Science Foundation · 2017 - 2019NeoNexus: The Next-generation Information Processing System across Digital and Neuromorphic Computing Domains
ResearchPrincipal Investigator · Awarded by National Science Foundation · 2017 - 2018Planning IUCRC Duke University: Center for Alternative Sustainable and Intelligent Computing
ResearchCo-Principal Investigator · Awarded by National Science Foundation · 2017 - 2018The Design of Neuromorphic Controller System Built with Memristor Crossbars
ResearchPrincipal Investigator · Awarded by University of Pittsburgh · 2017 - 2017External Relationships
- AICAS 2024 conference
- Aicadium
- DATE 2024 conference
- DOE
- Design Automation Conference (DAC)
- IEEE
- Institute of Electronics Engineers of Korea (IEIE)
- Mohamed bin Zayed University of Artificial Intelligence
- Penn State University
- Purdue University
- Technology and Research (A*STAR)
- The Implementation Group (TIG)
- US National Science Foundation (NSF)
- University of California Irvine
This faculty member (or a member of their immediate family) has reported outside activities with the companies, institutions, or organizations listed above. This information is available to institutional leadership and, when appropriate, management plans are in place to address potential conflicts of interest.