no code implementations • 2 Apr 2024 • Aman Mehra, Rahul Saxena, Taeyoun Kim, Christina Baek, Zico Kolter, aditi raghunathan
Recently, it was shown that ensembles of neural networks observe the phenomena ``agreement-on-the-line'', which can be leveraged to reliably predict OOD performance without labels.
no code implementations • 15 Oct 2021 • Chaitanya Poolla, Rahul Saxena
To solve this problem, we propose to (1) extend Amdahl's law to accommodate multiple configurable resources into the overall speedup equation, and (2) transform the speedup equation into a multivariable regression problem suitable for machine learning.
no code implementations • 24 Jan 2021 • Nilanjan Sinhababu, Rahul Saxena, Monalisa Sarma, Debasis Samanta
The Internet has become a very powerful platform where diverse medical information are expressed daily.