#autoencoder نتائج البحث
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 ✊😬
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](https://pbs.twimg.com/media/GdvKrMHagAAKhWe.jpg)
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…
Attention Schema-based Attention Control (ASAC): A Cognitive-Inspired Approach for Attention Management in Transformers openreview.net/forum?id=cxRlo… #attention #autoencoder #neural
RT Unveiling Denoising Autoencoders #Autoencoder #Beginner #ComputerVision #GenerativeAI dlvr.it/Srh4R6
RT Detection of Credit Card Fraud with an Autoencoder #autoencoder #creditcardfraud #anomalydetection #python #datascience dlvr.it/SpyN45
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
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
A Novel Method for Time Series Counterfactual Inference Based on Penalized Autoencoders openreview.net/forum?id=X6lrz… #autoencoders #autoencoder #counterfactual
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…
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?
'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
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
A Deep Bayesian Nonparametric Framework for Robust Mutual Information Estimation openreview.net/forum?id=mqGzG… #regularization #nonparametric #autoencoder
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
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
Approximately Equivariant Recurrent Generative Models for Quasi-Periodic Time Series with a Progressive Training Scheme openreview.net/forum?id=KHk5E… #recurrent #autoencoder #generative
New article! Interpretable and efficient data-driven discovery and control of distributed systems 👉bit.ly/449T0HJ By Florian Wolf, Nicolò Botteghi, Urban Fasel & Andrea Manzoni Part of Physics-Enhancing #MachineLearning special collection #autoencoder #data
Cross-Layer Discrete Concept Discovery for Interpreting Language Models openreview.net/forum?id=xBVTq… #autoencoder #quantization #representations
New patent application #US20250344987A1 by #BiosenseWebster explores reducing noise in intracardiac ECGs using a denoised #autoencoder. The system refines ECGs with #DeepLearning, enhancing signal clarity by encoding and decoding raw data to remove noise. Key features include…
LLM-based Contrastive Self-Supervised AMR Learning with Masked Graph Autoencoders for Fake News Detection openreview.net/forum?id=puFYj… #misinformation #supervised #autoencoder
Conditional Latent Space Molecular Scaffold Optimization for Accelerated Molecular Design Onur Boyar, Hiroyuki Hanada, Ichiro Takeuchi. Action editor: Stanislaw Jastrzebski. openreview.net/forum?id=KhxVc… #molecular #molecule #autoencoder
#Call4Reading 📖 Deep #Autoencoder-Based Integrated Model for Anomaly Detection and Efficient Feature Extraction in #IoT Networks ✍ Authors: Khaled A. Alaghbari, Heng-Siong Lim, Mohamad Hanif Md Saad and Yik Seng Yong 🔗 Read the full paper here: mdpi.com/2624-831X/4/3/…
A Novel Method for Time Series Counterfactual Inference Based on Penalized Autoencoders openreview.net/forum?id=X6lrz… #autoencoders #autoencoder #counterfactual
A Deep Bayesian Nonparametric Framework for Robust Mutual Information Estimation openreview.net/forum?id=mqGzG… #regularization #nonparametric #autoencoder
Learning Encoding-Decoding Direction Pairs to Unveil Concepts of Influence in Deep Vision Networks openreview.net/forum?id=lIeyZ… #embeddings #autoencoder #decoding
Attention Schema-based Attention Control (ASAC): A Cognitive-Inspired Approach for Attention Management in Transformers openreview.net/forum?id=cxRlo… #attention #autoencoder #neural
Learning the Language of Protein Structure Jérémie DONA, Benoit Gaujac, Timothy Atkinson, Liviu Copoiu, Thomas Pierrot, Thomas D Barrett. Action editor: Lingpeng Kong. openreview.net/forum?id=SRRPQ… #proteins #autoencoder #representations
PredLDM: Spatiotemporal Sequence Prediction with Latent Diffusion Models openreview.net/forum?id=TWmnO… #autoencoder #spatiotemporal #predicting
Automated Attention Pattern Discovery at Scale in Large Language Models openreview.net/forum?id=KpsUN… #attention #predicts #autoencoder
'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
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?
Emergence of Quantised Representations Isolated to Anisotropic Functions openreview.net/forum?id=aokVp… #representations #representational #autoencoder
STLDM: Spatio-Temporal Latent Diffusion Model for Precipitation Nowcasting openreview.net/forum?id=f4oJw… #autoencoder #precipitation #prediction
Semi-Symmetrical, Fully Convolutional Masked #Autoencoder for TBM Muck #ImageSegmentation ✏️ Ke Lei et al. 🔗 brnw.ch/21wVdRA Viewed: 2021; Cited: 10 #mdpisymmetry #selfsupervised #instancesegmentation
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