Sotabase

Career

· Assistant Professor, UIUC2023–

Publications (187)

MLPerf Training Benchmark
Conference on Machine Learning and Systems · 2019
352
cited
DAWNBench : An End-to-End Deep Learning Benchmark and Competition
2017
341
cited
Exploiting Programmatic Behavior of LLMs: Dual-Use Through Standard Security Attacks
2024 IEEE Security and Privacy Workshops (SPW) · 2023
335
cited
Q-Diffusion: Quantizing Diffusion Models
IEEE International Conference on Computer Vision · 2023
244
cited
NoScope: Optimizing Deep CNN-Based Queries over Video Streams at Scale
Proceedings of the VLDB Endowment · 2017
229
cited
BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics
Proceedings of the VLDB Endowment · 2018
160
cited
Intrasite vancomycin powder for the prevention of surgical site infection in spine surgery: a systematic literature review.
The spine journal · 2015
153
cited
Bilateral pedicle screw fixation provides superior biomechanical stability in transforaminal lumbar interbody fusion: a finite element study.
The spine journal · 2015
144
cited
Testing Robustness Against Unforeseen Adversaries
arXiv.org · 2019
143
cited
Management of Osteoporosis in Spine Surgery
Journal of the American Academy of Orthopaedic Surgeons · 2015
140
cited
VA/DoD Clinical Practice Guideline: Diagnosis and Treatment of Low Back Pain
Journal of general internal medicine · 2019
124
cited
Identifying and Mitigating the Security Risks of Generative AI
Found. Trends Priv. Secur. · 2023
123
cited
Analysis of DAWNBench, a Time-to-Accuracy Machine Learning Performance Benchmark
ACM SIGOPS Operating Systems Review · 2018
122
cited
Network offloading policies for cloud robotics: a learning-based approach
Autonomous Robots · 2019
111
cited
Improved Natural Language Generation via Loss Truncation
Annual Meeting of the Association for Computational Linguistics · 2020
102
cited
Diagnosing the Undiagnosed: Osteoporosis in Patients Undergoing Lumbar Fusion
Spine · 2016
101
cited
A new classification for complex lumbosacral injuries.
The spine journal · 2012
78
cited
Optimizing Deep CNN-Based Queries over Video Streams at Scale
Very Large Data Bases Conference · 2017
71
cited
LIT: Learned Intermediate Representation Training for Model Compression
International Conference on Machine Learning · 2019
68
cited
Model Assertions for Monitoring and Improving ML Models
Conference on Machine Learning and Systems · 2020
66
cited
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Daniel Kang | Researcher Profile | Sotabase | Sotabase