33 citations · 33 across the 1 of their papers we have counts for
3 papers
AlgoTune: Can Language Models Speed Up General-Purpose Numerical Programs?
Ori Press, Brandon Amos, Haoyu Zhao +21
Despite progress in language model (LM) capabilities, evaluations have thus far focused on models' performance on tasks that humans have previously solved, including in programming…
Git Re-Basin: Merging Models modulo Permutation Symmetries
Samuel K. Ainsworth, Jonathan Hayase, Siddhartha Srinivasa
The success of deep learning is due in large part to our ability to solve certain massive non-convex optimization problems with relative ease. Though non-convex optimization is NP-…
Disentangled VAE Representations for Multi-Aspect and Missing Data
Samuel K. Ainsworth, Nicholas J. Foti, Emily B. Fox
Many problems in machine learning and related application areas are fundamentally variants of conditional modeling and sampling across multi-aspect data, either multi-view, multi-m…