A second-order-like optimizer with adaptive gradient scaling for deep learning

Jerome Bolte, Ryan Boustany, Edouard Pauwels, Andrei Purica

Action editor: Mathurin Massias

https://openreview.net/forum?id=3khtiJDXQW

#imagenet #optimizer #adamw

New #J2C Certification:

Adam-family Methods with Decoupled Weight Decay in Deep Learning

Kuangyu Ding, Nachuan Xiao, Kim-chuan Toh

https://openreview.net/forum?id=xVEHiAZ7uR

#adam #adamw #subgradients

REG Optimizer Boosts Stability and Performance in LLM Training

REG optimizer replaces Muon's matrix‑sign step with a Row‑and‑Column‑Scaling operator, providing stability comparable to AdamW and matching or exceeding performance LLM benchmarks. Read more: getnews.me/reg-optimizer-boosts-sta... #regoptimizer #llm #adamw

New Study Shows AdamW Converges at O(√d / K¹⁄⁴) in L1 Norm

A new study proves the AdamW optimizer converges at O(sqrt(d)/K^{1/4}) in L1 norm, with the average gradient bound scaling as sqrt(d)·C/K^{1/4}. The same rate holds for NAdamW. Read more: getnews.me/new-study-shows-adamw-co... #adamw #nadamw #optimization

‘YouTube Does Not Operate That Way’: How YouTube Creators Are Schooling Hollywood At YouTube’s NFL suite, creators Dhar Mann and AdamW and CEO Neal Mohan sketched out a studio system that moves faster, costs less, and connects more directly than Hollywood.

Adam-family Methods with Decoupled Weight Decay in Deep Learning

Kuangyu Ding, Nachuan Xiao, Kim-chuan Toh

Action editor: Sebastian Stich

https://openreview.net/forum?id=xVEHiAZ7uR

#adam #adamw #subgradients

#selfconfidence #adamw #hannahstocking #barbie #love #sn2sg #funny #sunnight #sunnightmusic #couple #sunnightpop #xcllcx #excellent #sunnightjazz #couplegoals #coupleschallenge #theone #found #match #matching #soulmate #selfcare #loveyou #borntolove #lovestory #amor #amour #happy #healing #sweet

Sorting and labelling files for my bluesky, and couldn’t find this piece on my tumblr no matter what I searched

So. Have this adashi from 2021!

#voltronlegendarydefender #vld #adashi #shadam #takashishirogane #adamw #chibiart #fanart

Adashi from 2021! Lion Shiro and Buck Adam

#voltronlegendarydefender #vld #adashi #shadam #takashishirogane #adamw #fanart

Since continuity seems once again an alien concept (no pun intended) to Voltron .....

How many stripes do you think Adam does have on his uniform, since it changes from cut to cut in this 10 second scene, two or three like Shiro?

#voltron #voltroncosplay #adamw #adashi

A little surprise for @DarkRilux Shiro, because she has to endure all my Klance stuff ... a quick makeup test of Adam W. ...

#voltron #vld #adamw #shadam #voltroncosplay #vldcosplay #adamwcosplay #shadamcosplay #voltronadam #adamvoltron