Adrien Taylor (@TaylorAdrien) / X

Adrien Taylor

108 posts

Adrien Taylor

@TaylorAdrien

Researcher at @inria_Paris in the @Sierra_ML_Lab team

adrientaylor.github.io

Joined September 2013

Pinned
Adrien Taylor
@TaylorAdrien
Jan 13, 2022
Too busy/tired/lazy to find a convergence proof for your latest optimization algorithm? Let your computer do it! PEPit is a new Python package for computer-assisted worst-case analyses (github.com/bgoujaud/PEPit or pypi.org/project/PEPit/). (1/5)
GitHub - PerformanceEstimation/PEPit: PEPit is a package enabling computer-assisted worst-case...
From github.com
Adrien Taylor
@TaylorAdrien
Nov 6, 2023
A bit of random thoughts: the average number of daily arxiv submissions in computer science went from about 1.9 to 224.6 in 20 years. It is probably not quite surprising that the reviewing system is being pressured?
Adrien Taylor
@TaylorAdrien
Aug 2, 2022
In case you are interested in getting familiar with performance estimation (a.k.a, computer-assisted worst-case analyses for first-order optimization algorithms), don't hesitate to have a glance at our new learning material:
GitHub - PerformanceEstimation/Learning-Performance-Estimation: This repository regroups learning...
From github.com
Adrien Taylor
@TaylorAdrien
Jun 27, 2022
(short shameless advertisement): happy to share the definitively optimal method for black-box smooth strongly convex minimization: the information-theoretic optimal method (ITEM): arxiv.org/pdf/2101.09741… (publisher version: rdcu.be/cP23z).
Adrien Taylor
@TaylorAdrien
May 30, 2022
One more very nice blogpost, thanks @fpedregosa and Baptiste!
Fabian Pedregosa
@fpedregosa
May 30, 2022
Why do cyclical step-sizes work? And more importantly, when _don't_ they work? I wrote a blog post about it fa.bianp.net/blog/2022/cycl… based on a recent paper. Ready to follow me down the rabbit hole? 🐇
GIF