Publications
Browse our complete collection of research publications.
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Showing 1-20 of 236 publications
HELM: Compiler-Guided Heterogeneous Execution for Large Language Models on Memory-Constrained Systems
Shashwat Pandey
ADAPT: Asymmetric Device Adaptive Parallel Training for Small-Scale Heterogeneous Systems
Rishab Kashyap
ProGIP: Protecting Gradient-based Input Perturbation Approaches for Out-of-distribution Detection From Soft Errors
Sumedh Joshi; Hwisoo So; Aviral Shrivastava
SIGN: A Scalable Incident Detection, Localization, and Severity Estimation using Graph Neural Networks
Kaustubh Harapanahalli
LUCI: Lightweight UI Command Interface
Guna Lagudu; Vinayak Sharma; Aviral Shrivastava
DSP-MLIR: A Domain-Specific Language and MLIR Dialect for Digital Signal Processing
Abhinav Kumar; Atharva Khedkar; Hwisoo So; Megan Kuo; Ameya Gurjar; Partha Biswas; Aviral Shrivastava
Cooperative Driving of Connected Autonomous Vehicles in Smart Cities using Responsibility-Sensitive Safety Rules
Mohammad Khayatian; Mohammadreza Mehrabian; Harshith Alamsetti; Aviral Shrivastava
TIPANGLE: Traffic Tracking at City Scale by Pose Estimation of Pan and Tilt Traffic Cameras on Edge Devices
Shreehari Jagadeesha; Edward Andert; Aviral Shrivastava
Adversarial Defense on Harmony: Reverse Attack for Robust Models Against Adversarial Attack
Yebon Kim; Jinhyo Jung; Hyunjun Kim; Hwisoo So; Yohan Ko; Aviral Shrivastava; Kyoungwoo Lee; Uiwon Hwang
ProGIP: Protecting Gradient-based Input Perturbation Approaches for Out-of-distribution Detection From Soft Errors
Sumedh Joshi
Primer on Data in Quantum Machine Learning
Aviral Shrivastava; Vinayak Sharma
DSP-MLIR: A Compiler for Digital Signal Processing in MLIR
Abhinav Kumar; Aviral Shrivastava
IncidentNet: Traffic Incident Detection, Localization and Severity Estimation with Sparse Sensing
Sai Shashank Peddiraju; Kaustubh Harapanahalli; Edward Andert; Aviral Shrivastava
Conclave - Secure and Robust Cooperative Perception for Connected Autonomous Vehicle Using Authenticated Consensus and Trust Scoring
Edward Andert; Francis Mendoza; Hans Behrens; Aviral Shrivastava
Maintaining Sanity: Algorithm-based Comprehensive Fault Tolerance for CNNs
Jinhyo Jung; Hwisoo So; Woobin Ko; Sumedh Shridhar Joshi; Yebon Kim; Yohan Ko; Aviral Shrivastava; Kyoungwoo Lee
IncidentNet: Traffic Incident Detection, Localization and Severity Estimation with Sparse Sensing
Sai Shashank Peddiraju
Systems and methods for agile and explainable optimization of efficient hardware/software codesigns for domain-specific computing systems using bottleneck analysis
Shail Dave; Aviral Shrivastava; Tony Nowatzki