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DREAMS: Preserving both Local and Global Structure in Dimensionality Reduction

Noël Kury, Dmitry Kobak, Sebastian Damrich

Action editor: Arto Klami

https://openreview.net/forum?id=xpGu3Sichc

#embeddings #embedding #dimensionality

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New #Expert Certification:

Cropping outperforms dropout as an augmentation strategy for self-supervised training of text emb...

Rita González-Márquez, Philipp Berens, Dmitry Kobak

https://openreview.net/forum?id=gVRsIh9x7W

#embeddings #embedding #annotated

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Google lance Gemini Embedding 2, un modèle qui comprend texte, image, vidéo et audio en même temps - Korben Google vient de lancer Gemini Embedding 2, son premier modèle d'embedding nativement multimodal. Texte, images, vidéo, audio et documents sont projetés ...

#Google lance #Gemini #Embedding 2, un modèle qui comprend #texte, #image, #vidéo et #audio en même temps

korben.info/google-lance...

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Gemini Embedding 2 Launches: Unified Multimodal Vector Space Build smarter RAG with Gemini Embedding 2. Unify text, images, video, audio and PDFs in one vector space. Cut costs, boost accuracy.

Building a multimodal RAG? Google just dropped Gemini Embedding 2. Text, image, video, audio, PDF all mapped into one vector space in a single API call. 8192 token context, 3072 dims with nesting doll compression down to 768.
#Gemini #RAG #Embedding #Google
open.substack.com/pub/aidisrup...

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EFF To Court: Don’t Make Embedding Illegal Who should be directly liable for online infringement – the entity that serves it up or a user who embeds a link to it? For almost two decades, most U.S. courts have held that the former is respons…

#EFF To Court: Don’t Make #Embedding Illegal

www.techdirt.com/2026/03/11/e...

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Google releases Gemini Embedding 2 AI model with multimodal support Google has released the new Gemini Embedding 2 model in public preview. Here's what it offers over its predecessor.

Google has released the new Gemini Embedding 2 model in public preview. Here's what it offers over its predecessor. #Gemini #Embedding

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Of course, for small amounts of data, you can use PostgreSQL tsvector with the pgvector extension, but in the long term, Elasticsearch will provide good performance.

#Elasticsearch #Search #tsvector #pgvector #KNN #Embedding #SentenceTransformers #AI

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stm32 blackpill on breadboard, connected with st-link v2.

stm32 blackpill on breadboard, connected with st-link v2.

STM32F4 Blackpill
#stm32 #embedding #robotics

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Original post on medium.com

The Cartography of Meaning: How AI Maps the Invisible Space of Words Turning a token into a vector is the foundation of every AI system — from semantic search to agents. Here’s how distance...

#data-science #naturallanguageprocessing #embedding #artificial-intelligence #machine-learning

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Self-Attention: il segreto dietro ChatGPT e i modelli di linguaggio

📌 Link all'articolo : www.redhotcyber.com/post/sel...

#redhotcyber #news #intelligenzaartificiale #deep learning #rete neurale #tokenizzazione #embedding #selfattention

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Научил ИИ-агента помнить важное и забывать лишнее в SQLite Я делаю локально работающего ИИ-агента и столкнулся...

#ai #agent #ai #ии #ии-агенты #память #sqlite #vector #embedding

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Ambassador Gergana Karadjova chaired the GoF for Children & #SDGs meeting,
#emphasised that children’s #voices must be more than symbolic — their rights need #embedding in #policies, budgets & accountability, especially amid #conflicts and the climate #crisis.

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The converted old Embedding itself works.

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #SD #Embedding

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I reactivated a converter from .pt to.safetensors and testing Embeddings in my SD AI image generation tool. And, I think I need a new Sampler. The images are all a little bit out of focus.

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #SD #Embedding

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Spring AI 中使用 PGVector 实现向量存储 RAG 环节中的向量数据库的创建与使用

Spring AI 中使用 PGVector 实现向量存储 RAG 环节中的向量数据库的创建与使用

#技术学习 #Linux #阿里云 #Navicat #PostgreSQL #PGVector #AI #Agent #Embedding #IDEA #Serverless

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Spring AI 中使用 PGVector 实现向量存储 RAG 环节中的向量数据库的创建与使用

Spring AI 中使用 PGVector 实现向量存储 RAG 环节中的向量数据库的创建与使用

#工程 #Linux #阿里云 #PostgreSQL #PGVector #AI #Agent #Embedding #IDEA #Serverless #RDB

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On-Device RAG for App Developers: Embeddings, Vector Search, and Beyond Giving your Offline AI agent memory — the ability to search and retrieve your private data We’ve explored why offlin...

#Software #agentic-rag #ai-on-device #edge-ai #embedding #prodsens #live #rags

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Top 5 Embedding Models for Your RAG Pipeline - KDnuggets Natural Language Processing

Top 5 Embedding Models for Your RAG Pipeline #llm #rag #ai #kdnuggets #models #embedding

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This image is comparable to the one I created in the past.

see this an the others: civitai.com/images/89369...

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #Embedding #SDXL #LoRA

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Overfitting of my LoRA.

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #Embedding #SDXL #LoRA

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This here is near to Black Crayon Art style of GIMP/G'MIC. Here I used my related LoRA in addition to the Embedding.

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #Embedding #SDXL #LoRA

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Nevertheless an Embedding for some more tests.

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #Embedding #SDXL

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Here the training went somehow wrong. It is not black crayon art style. That was in principle clear. Nevertheless I wanted to test it.

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #Embedding #SDXL

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From day to day I need less changes in my code. The SDXL tool is exclusively used at the moment by me.

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #LoRA #Embedding #SDXL

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Image posted by zentrocdot

If one needs the Embedding. Here comes the link. Maya pyramid Embedding.

civitai.com/images/12140...

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #cat #embedding #SDXL

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Now I am able to train Embeddings again. This works now well using kohya_ss. Now I can test in SDXL what I ever wanted to do.

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #cat #embedding #SDXL

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Improving Foundation Model Group Robustness with Auxiliary Sentence Embeddings

Sisuo Lyu, Hong Liu, Jie Li, Yan Teng, Yingchun Wang

Action editor: Zhe Gan

https://openreview.net/forum?id=5rMtiB96cg

#embeddings #embedding #representations

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#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #cat #embedding #SDXL

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#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #cat #embedding #SDXL

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#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #dog #embedding #SDXL

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