Publications
2021
Is Function-as-a-Service a Good Fit for Latency-Critical Services?.
WoSC 2021 (Colocated with Middleware 2021).
Improved GPU Implementations of the Pair-HMM Forward Algorithm for DNA Sequence Alignment.
ICCD 2021.
BayesPerf: Minimizing Performance Monitoring Errors Using Bayesian Statistics.
ASPLOS 2021.
2020
Live Forensics for HPC Systems: A Case Study on Distributed Storage Systems.
Supercomputing 2020.
- Best Paper & Best Student Paper Finalist
FIRM: An Intelligent Fine-Grained Resource Management Framework for SLO-Oriented Microservices.
OSDI 2020.
Machine Learning for Load Balancing in the Linux Kernel.
ApSys 2020.
Inductive-bias-driven Reinforcement Learning for Efficient Schedules in Heterogeneous Clusters.
ICML 2020.
2019
ML-based Fault Injection for Autonomous Vehicles: A Case for Bayesian Fault Injection.
DSN 2019.
Towards a Bayesian Approach for Assessing Fault Tolerance of Deep Neural Networks.
DSN 2019.
AcMC²: Accelerated Markov Chain Monte Carlo for Probabilistic Models.
ASPLOS 2019.
CAUDIT: Continuous Auditing of SSH-Servers To Mitigate Brute-Force Attacks.
NSDI 2019.
2018
ASAP: Accelerated Short Read Alignment on Programmable Hardware.
IEEE Transactions on Computers.
A ML-based Runtime System for Executing Dataflow Graphs on Heterogeneous Processors.
SoCC 2018.
2017
Symphony: Leveraging Probabilistic Graphical Models to Schedule Tasks to Clusters of Heterogeneous Processors.
AISys 2017 (Colocated with SOSP 2017).
On Accelerating Pair-HMM Computations in Programmable Hardware.
FPL 2017.
-
- Best Paper Award
Bringing Innovations in Systems and Analytics to the Bedside: Design of the CompGen Machine.
ECCB 2017.
ASAP: Accelerated Short Read Alignment on Programmable Hardware.
FPGA 2017.
2016
Efficient and Scalable Workflows for Genomic Analyses.
DIDC 2016 (Colocated with HPDC 2016).
2015
IGen: The Illinois Genomics Execution Environment.
Supercomputing 2015 (SRC).
2014
Decomposing Genomics Algorithms: Core Computations for Accelerating Genomics Analyses.
Coordinated Science Laboratory Technical Report UILU-ENG-14-2201.