Wednesday, September 17

Tag: Reddit

ADOPT: A Modified Adam Optimizer with Guaranteed Convergence for Any Beta-2 Value
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ADOPT: A Modified Adam Optimizer with Guaranteed Convergence for Any Beta-2 Value

A new modification to Adam called ADOPT enables optimal convergence rates regardless of the β₂ parameter choice. The key insight is adding a simple term to Adam's update rule that compensates for potential convergence issues when β₂ is set suboptimally. Technical details: - ADOPT modifies Adam's update rule by introducing an additional term proportional to (1-β₂) - Theoretical analysis proves O(1/√T) convergence rate for any β₂ ∈ (0,1) - Works for both convex and non-convex optimization - Maintains Adam's practical benefits while improving theoretical guarantees - Requires no additional hyperparameter tuning Key results: - Matches optimal convergence rates of SGD for smooth non-convex optimization - Empirically performs similarly or better than Adam across tested scenarios - Provides more ...
Suno V4 has come out and it is nuts. And Im worried for the future of the Music industry. V4 MUSIC EXAMPLE
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Suno V4 has come out and it is nuts. And Im worried for the future of the Music industry. V4 MUSIC EXAMPLE

Suno recently made their V4 PUBLIC FOR ALL. and I gave the Al the song Ghosts and Stuff and asked it to cover it into Hardcore-Rock. This was the result: It's not the full song as you can only upload 2 mins of audio in premium. Also, sorry it cut off randomly. It just does that sometimes :/ submitted by /u/Serious_Tomatillo895 [link] [comments]
It's already happening
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It’s already happening

It's now evident across industries that artificial intelligence is already transforming the workforce, but not through direct human replacement—instead, by reducing the number of roles required to complete tasks. This trend is particularly pronounced for junior developers and most critically impacts repetitive office jobs, data entry, call centers, and customer service roles. Moreover, fields such as content creation, graphic design, and editing are experiencing profound and rapid transformation. From a policy standpoint, governments and regulatory bodies must proactively intervene now, rather than passively waiting for a comprehensive displacement of human workers. Ultimately, the labor market is already experiencing significant disruption, and urgent, strategic action is imperative...
The AI Report