Great idea for a metric to further improve what datasets the models train on. It likely leads to an answer that is not web-scale crawling… Less data is often better, better data takes less.
MACHINE LEARNING
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Nostalgia for Activation Function Variations in Neural Networks
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Brings back old days of ReLU, MELU, SELU, ELU, GELU, LeakyReLU, PELU, thousands more variations.
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Determinism and Predictability in Complex Material Patterns
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The universe is almost fully deterministic, because the more material a pattern gets, the more it has to be predictable across its futures.
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Visual System as Generative Model: Sensory Constraints and Hallucinations
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The visual system is a generative model that gets punished when it contradicts sensory patterns. In the absence of sensory patterns, it generates freely: during dreams and out of body experiences, it invents hallucinations.
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The Synthetic Data Trap: AI Strategy and Average Performance
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The Synthetic Data Trap: How Your AI Strategy Is Training You To Be Average
#AI #AIio #AIInnovation #ML #DataScience #Futureofwork @demishassabis @Ronald_vanLoon @TamaraMcCleary @geoffreyhinton @goodfellow_ian @jeffdean @erikbryn http://
ow.ly/4Ym930sQ3r5 -
AI Models Spatial Reasoning Leaderboard Challenge
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Each model sees only text — no images — and must track every rotation and translation step-by-step to predict where things end up. Explore the leaderboard → http://
leaderboard.snorkel.ai/category/spati
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Google Earth AI Enables Multi-Modal Earth Analysis and Visualizations
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Google Earth AI gives a multi-modal view of the earth that enables all kinds of interesting analyses and visualizations.
— Jeff Dean (@JeffDean) 23 octobre 2025
Read more about how Google and our external partners are using this at:https://t.co/NizMhs2mMl
Brief video: https://t.co/0WJCMRKKjF https://t.co/JdGhWDsDogGoogle Earth AI gives a multi-modal view of the earth that enables all kinds of interesting analyses and visualizations. Read more about how Google and our external partners are using this at: https://
blog.google/technology/res
earch/new-updates-and-more-access-to-google-earth-ai/
… Brief video: https://
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Using AI Well: 3 Essential Steps to Consider
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You’re Using AI — But Are You Using It Well? 3 Steps To Consider
#AI #AIio #AIInnovation #ML #DataScience #Futureofwork @Scobleizer @AndrewYNg @drfeifei @KirkDBorne @fchollet @rowancheung @antgrasso http://
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Google Earth AI Advances Geospatial Models for Critical Insights
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Earlier this year, we introduced Google Earth AI, our family of geospatial AI models and reasoning agents that provides users with actionable insights to help tackle the planet's most critical needs.
— Google AI (@GoogleAI) 23 octobre 2025
Today, we're announcing advancements in Earth AI's innovations and… pic.twitter.com/PENkA0fcaUEarlier this year, we introduced Google Earth AI, our family of geospatial AI models and reasoning agents that provides users with actionable insights to help tackle the planet's most critical needs. Today, we're announcing advancements in Earth AI's innovations and