Adaptive Synaptogenesis Constructs Neural Codes That Benefit Discrimination. - Blake T. Thomas; Davis W. Blalock; William B. Levy (PLoS Comput. Biol., 2015)

EXTRACT: Strong Examples from Weakly-Labeled Sensor Data. - Davis W. Blalock; John V. Guttag (ICDM, 2016)

Bolt: Accelerated Data Mining with Fast Vector Compression. - Davis W. Blalock; John V. Guttag (KDD, 2017)

Multiple Instance Learning for ECG Risk Stratification. - Divya Shanmugam; Davis W. Blalock; Jen J. Gong; John V. Guttag (CoRR, 2018)

Sprintz: Time Series Compression for the Internet of Things. - Davis W. Blalock; Samuel Madden 001; John V. Guttag (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2018)

Multiple Instance Learning for ECG Risk Stratification. - Divya Shanmugam; Davis W. Blalock; John V. Guttag (MLHC, 2019)

What is the State of Neural Network Pruning? - Davis W. Blalock; Jose Javier Gonzalez Ortiz; Jonathan Frankle; John V. Guttag (MLSys, 2020)

When and Why Test-Time Augmentation Works. - Divya Shanmugam; Davis W. Blalock; Guha Balakrishnan; John V. Guttag (CoRR, 2020)

Better Aggregation in Test-Time Augmentation. - Divya Shanmugam; Davis W. Blalock; Guha Balakrishnan; John V. Guttag (ICCV, 2021)

Multiplying Matrices Without Multiplying. - Davis W. Blalock; John V. Guttag (ICML, 2021)

Causally motivated shortcut removal using auxiliary labels. - Maggie Makar; Ben Packer; Dan Moldovan; Davis W. Blalock; Yoni Halpern; Alexander D'Amour (AISTATS, 2022)

Fast Benchmarking of Accuracy vs. Training Time with Cyclic Learning Rates. - Jacob P. Portes; Davis W. Blalock; Cory Stephenson; Jonathan Frankle (CoRR, 2022)

Compute-Efficient Deep Learning: Algorithmic Trends and Opportunities. - Brian R. Bartoldson; Bhavya Kailkhura; Davis W. Blalock (J. Mach. Learn. Res., 2023)

Dynamic Masking Rate Schedules for MLM Pretraining. - Zachary Ankner; Naomi Saphra; Davis W. Blalock; Jonathan Frankle; Matthew L. Leavitt (EACL (2), 2024)

μnit Scaling: Simple and Scalable FP8 LLM Training. - Saaketh Narayan; Abhay Gupta; Mansheej Paul; Davis W. Blalock (CoRR, 2025)