About Uncharted@IU
Welcome to the homepage of the Uncharted@IU Research Group in the department of Intelligent Systems Engineering at the Indiana University (IU). The focus of our research group includes three topics: hardware accelerator design, privacy-preserving machine learning, and sustainable machine learning Particularly, we are focusing on designing novel cryptographic primitives, algorithms and hardware for machine learning. The Uncharted@IU is ruled industriously by the iron fist of Dr. Lei Jiang.
Mutiple RAships are available. Email me with CV, if you are interested. More details.
Sustainable Machine Learning
Privacy-Preserving Machine Learning
Algorithm and Hardware Co-design for Genome Sequencing
More Projects
Full Listing
LLMCarbon: Modeling the End-to-End Carbon Footprint ..., ICLR, 2024.
TITAN: A Fast and Distributed Large-Scale Trapped-Ion NISQ ..., DAC, 2024.
QTrojan: A Circuit Backdoor Against Quantum Neural ..., ICASSP, 2023.
PRIMER: A Privacy-Preserving Transformer on Encrypted Data, DAC, 2023.
MATCHA: A Fast and Energy-Efficient Accelerator for ..., DAC, 2022.
SMART: A Heterogeneous Scratchpad Memory Architecture ..., MICRO, 2021.
HEMET: A HE-Friendly Privacy-Preserving Mobile Neural ..., ICML, 2021.
SAFENet: A Secure, Accurate and Fast Neural Network Inference, ICLR, 2021.
EXMA: A Genomics Accelerator for Exact-Matching, HPCA, 2021.
Glyph: Fast and Accurately Training Deep Neural ..., NeurIPS, 2020.
AutoPrivacy: Automated Layer-wise Parameter Selection ..., NeurIPS, 2020.
Falcon: Fast Spectral Inference on Encrypted Data ..., NeurIPS, 2020.
Helix: Algorithm/Architecture Co-design ..., PACT, 2020.
AutoQ: Automated Kernel-Wise Neural Network ..., ICLR, 2020.
Mitigating Voltage Drop in Resistive Memories ..., HPCA, 2020.
SHE: A Fast and Accurate Deep Neural Network ..., NeurIPS, 2019.
FindeR: Accelerating FM-Index-based Exact ..., PACT, 2019.
Balancing Performance and Lifetime of MLC PCM ..., HPCA, 2017.
SD-PCM: Constructing Reliable Super Dense PCM ..., ASPLOS, 2015.
A Low Power and Reliable Charge Pump Design ..., ISCA, 2014.
FPB: Fine-grained Power Budgeting to Improve Write ..., MICRO, 2012.
Improving Write Operations in MLC Phase Change Memory, HPCA, 2012.
Full Listing
Captain: Lei Jiang
Mate: Qian Lou (assistant professor at UCF)
Bosun: Farzaneh Zokaee (architect at amperecomputing)
Engineer: Mengxin Zheng (assistant professor at UCF)
Medical Purser: ...
Cook: ...
