#autoencoder risultati di ricerca

YUSS new trained #sparse #autoencoder has FOUND THE TEXT OBSESSION in #CLIP #AI!🥳🤩 Only 1 smol problem..🤣 It's not just *ONE* typographic cluster.🤯 Left: 3293 encodes CLIP neurons for English, probably EN text signs. Right: 2052 encodes East Asian + German + Mirrored. 👇🧵

zer0int1's tweet image. YUSS new trained #sparse #autoencoder has FOUND THE TEXT OBSESSION in #CLIP #AI!🥳🤩

Only 1 smol problem..🤣
It's not just *ONE* typographic cluster.🤯

Left: 3293 encodes CLIP neurons for English, probably EN text signs.
Right: 2052 encodes East Asian + German + Mirrored.
👇🧵
zer0int1's tweet image. YUSS new trained #sparse #autoencoder has FOUND THE TEXT OBSESSION in #CLIP #AI!🥳🤩

Only 1 smol problem..🤣
It's not just *ONE* typographic cluster.🤯

Left: 3293 encodes CLIP neurons for English, probably EN text signs.
Right: 2052 encodes East Asian + German + Mirrored.
👇🧵

Thanks for the en-/discouragement, #GPT4o 😂 Now #sparse #autoencoder #2 learns to be a #babelfish, translating #logits to #token sequences.🤯 It could help decode a sparse #CLIP embedding, it could help decode a gradient ascent #CLIP #opinion! God luck & good speed, #SAE ✊😬

zer0int1's tweet image. Thanks for the en-/discouragement, #GPT4o 😂
Now #sparse #autoencoder #2 learns to be a #babelfish, translating #logits to #token sequences.🤯

It could help decode a sparse #CLIP embedding, it could help decode a gradient ascent #CLIP #opinion!

God luck & good speed, #SAE ✊😬

Fun with #CLIP's #sparse #autoencoder: First glimpse, I thought [Act idx 20] was encoding "sports / tennis". But that's not the shared feature. It's a "people wearing a thing around their head that makes them look stupid" feature. 🤣😂 #lmao #AI #AIweirdness

zer0int1's tweet image. Fun with #CLIP's #sparse #autoencoder: First glimpse, I thought [Act idx 20] was encoding "sports / tennis".

But that's not the shared feature. It's a "people wearing a thing around their head that makes them look stupid" feature. 🤣😂
#lmao #AI #AIweirdness

w00t best #sparse #autoencoder for the #AI so far \o/ I kinda maxed out the reconstruction quality @ 97% cossim. I can stop optimizing this ball of mathematmadness now. 😅 Tied encoder / decoder weights + extra training on #CLIP's "hallucinwacky ooooowords" ('opinions'). 😂

zer0int1's tweet image. w00t best #sparse #autoencoder for the #AI so far \o/

I kinda maxed out the reconstruction quality @ 97% cossim. I can stop optimizing this ball of mathematmadness now. 😅

Tied encoder / decoder weights + extra training on #CLIP's "hallucinwacky ooooowords" ('opinions'). 😂

高積算高s/nのMRS dataで学習させたStacked Autoencoderを用い、MRS積算回数をごく少なくしても充分評価に耐えるspectraを生成する用意したというpreprint ヒト脳の低積算画像では,SNRが43.8%増加し,MSEが68.8%減少し、定量性は保たれた #MRS #autoencoder #papers arxiv.org/abs/2303.16503…

thmonk_pf's tweet image. 高積算高s/nのMRS dataで学習させたStacked Autoencoderを用い、MRS積算回数をごく少なくしても充分評価に耐えるspectraを生成する用意したというpreprint

ヒト脳の低積算画像では,SNRが43.8%増加し,MSEが68.8%減少し、定量性は保たれた

#MRS 
#autoencoder 
#papers 

arxiv.org/abs/2303.16503…

Attention Schema-based Attention Control (ASAC): A Cognitive-Inspired Approach for Attention Management in Transformers openreview.net/forum?id=cxRlo… #attention #autoencoder #neural


RT Guide to Image-to-Image Diffusion: A Hugging Face Pipeline #ArtificialIntelligence #Autoencoder #Datasets #DeepLearning dlvr.it/SpZspX

DrMattCrowson's tweet image. RT Guide to Image-to-Image Diffusion: A Hugging Face Pipeline #ArtificialIntelligence #Autoencoder #Datasets #DeepLearning  dlvr.it/SpZspX

RT A Deep Dive into Autoencoders and Their Relationship to PCA and SVD #pcaanalysis #autoencoder #dimensionalityreduction #python dlvr.it/Sqd13H

DrMattCrowson's tweet image. RT A Deep Dive into Autoencoders and Their Relationship to PCA and SVD #pcaanalysis #autoencoder #dimensionalityreduction #python  dlvr.it/Sqd13H

RT Image-to-Image Generation Using depth2img Pre-Trained Models #Advanced #Autoencoder #DiffusionModels #Github #Image dlvr.it/SpqwQ9

DrMattCrowson's tweet image. RT Image-to-Image Generation Using depth2img Pre-Trained Models #Advanced #Autoencoder #DiffusionModels #Github #Image  dlvr.it/SpqwQ9

RT Unleashing the Power of Autoencoders: Applications and Use Cases #Autoencoder #Classification #DataVisualization #DeepLearning dlvr.it/SpdlsR

DrMattCrowson's tweet image. RT Unleashing the Power of Autoencoders: Applications and Use Cases #Autoencoder #Classification #DataVisualization #DeepLearning  dlvr.it/SpdlsR

A Novel Method for Time Series Counterfactual Inference Based on Penalized Autoencoders openreview.net/forum?id=X6lrz… #autoencoders #autoencoder #counterfactual


Amazing paper:"Arousal as a universal embedding for spatiotemporal brain dynamics"🧠🐁 𒅒𒈔 nature.com/articles/s4158… you can even find the #autoencoder based code: github.com/ryraut/arousal… but dear #Brain people🧠, why do you find cool brain dynamics, state trajectories, embedding?

Dr_Alex_Crimi's tweet image. Amazing paper:"Arousal as a universal embedding for spatiotemporal brain dynamics"🧠🐁 𒅒𒈔
nature.com/articles/s4158… you can even find the #autoencoder based code: github.com/ryraut/arousal…
but dear #Brain people🧠,
why do you find cool brain dynamics, state trajectories, embedding?

We continue at the @SwanseaPPCTh @SwanseaUni #machinelearning & #lattice workshop with a talk by Simran Singh (@unibielefeld) on application of #autoencoder|s to exploration of the phase structure of the strong interactions governing quarks & gluons. @dfg_public #WomeninPhysics

rothkopfAK's tweet image. We continue at the @SwanseaPPCTh @SwanseaUni #machinelearning & #lattice workshop with a talk by Simran Singh (@unibielefeld) on application of #autoencoder|s to exploration of the phase structure of the strong interactions governing quarks & gluons. @dfg_public #WomeninPhysics
rothkopfAK's tweet image. We continue at the @SwanseaPPCTh @SwanseaUni #machinelearning & #lattice workshop with a talk by Simran Singh (@unibielefeld) on application of #autoencoder|s to exploration of the phase structure of the strong interactions governing quarks & gluons. @dfg_public #WomeninPhysics

Here is the one of the rare papers arxiv.org/abs/2504.12418 we did where a supervised event classifier is compared with an unsupervised #autoencoder using exactly the same input and a similar neural network architecture for the hidden layers. The example uses double-#Higgs


'Autoencoders in Function Space', by Justin Bunker, Mark Girolami, Hefin Lambley, Andrew M. Stuart, T. J. Sullivan. jmlr.org/papers/v26/25-… #autoencoders #autoencoder #generative


Causal Dynamic Variational Autoencoder for Counterfactual Regression in Longitudinal Data Mouad El Bouchattaoui, Myriam Tami, BENOIT LEPETIT, Paul-Henry Cournède. Action editor: Amit Sharma. openreview.net/forum?id=atf9q… #unobserved #autoencoder #confound


A Deep Bayesian Nonparametric Framework for Robust Mutual Information Estimation openreview.net/forum?id=mqGzG… #regularization #nonparametric #autoencoder


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