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Unifying Neural Network Design with Category Theory: A Comprehensive Framework for Deep Learning Architecture

Marktechpost

The researchers from Symbolic AI, the University of Edinburgh, Google DeepMind, and the University of Cambridge introduce a theoretical framework that unites the specification of constraints with their implementations through monads valued in a 2-category of parametric maps. Check out the Paper.

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ML Olympiad returns with over 20 challenges

AI News

Know Your Customer Opinion TFUG Surabaya presents a challenge of classifying customer opinions into Likert scale categories. Google is supporting each community host this round through its Google for Developers program. Check out AI & Big Data Expo taking place in Amsterdam, California, and London.

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ContentStudio Review: The Best AI Tool for Social Media? (September 2023)

Unite.AI

The platforms you can connect to are Facebook, Instagram, Twitter, LinkedIn, Pinterest, Google My Business, YouTube, TikTok, and Tumblr. If you decide to create your social post manually, take advantage of ContentStudio's digital asset hub and its features: Import media files from your Google Drive or Dropbox account into your media library.

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Apple Researchers Propose MAD-Bench Benchmark to Overcome Hallucinations and Deceptive Prompts in Multimodal Large Language Models

Marktechpost

Various categories of hallucinations in MLLMs include describing non-existent objects, misunderstanding spatial relationships, and counting objects incorrectly. The dataset includes six categories of deception: Count of Objects, Non-existent Object, Object Attribute, Scene Understanding, Spatial Relationship, and Visual Confusion.

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This AI Paper from MLCommons AI Safety Working Group Introduces v0.5 of the Groundbreaking AI Safety Benchmark

Marktechpost

MLCommons, in collaboration with various institutions and organizations like Stanford University, Google Research, and others, has developed version 0.5 The benchmark covers a taxonomy of 13 hazard categories, with tests for seven of these categories comprising 43,090 test items. across various hazard categories.

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Google AI Proposes USER-LLM: A Novel Artificial Intelligence Framework that Leverages User Embeddings to Contextualize LLMs

Marktechpost

The researchers from Google research have proposed USER-LLM , a framework integrating user embeddings with LLMs to adapt dynamically to user context. USER-LLM evaluated our approach on three widely recognized datasets: MovieLens20M, Google Local Review, and Amazon Review. Also, don’t forget to follow us on Twitter and Google News.

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How Are Consumers Using Generative AI?

Flipboard

In which categories do incumbents dominate—and where are new companies breaking out? Thus, this ranking serves as a tool to identify and understand category trends, and not as an exhaustive ranking of all consumer AI platforms. Alongside ChatGPT, this category includes Google’s Bard and Quora’s Poe, all ranked in the top 5.