Gut microbiome metabolites and risk of heart disease @PLOSMedicine https://
journals.plos.org/plosmedicine/a
rticle?id=10.1371/journal.pmed.1004750
…
MACHINE LEARNING
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Human vs. LLM Generalization: A Key AI Distinction
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Universal Brain for Dexterous Robot Hands
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Can we build a universal brain for all dexterous robot hands?
— 机器之心 JIQIZHIXIN (@jiqizhixin) 17 mars 2026
Zhenyu Wei, Yunchao Yao, and Mingyu Ding from University of North Carolina at Chapel Hill just tackled this!
By creating a "canonical representation," they translate all kinds of dexterous robot hands into a… pic.twitter.com/uwqzEVN6XwCan we build a universal brain for all dexterous robot hands? Zhenyu Wei, Yunchao Yao, and Mingyu Ding from University of North Carolina at Chapel Hill just tackled this! By creating a "canonical representation," they translate all kinds of dexterous robot hands into a
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Evals Useful for Improvement But Not When Trained On
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evals aren’t useful if you train on them, but are useful to know where you can improve!
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5 Essential Graph Algorithms for Knowledge Graphs and Network Science
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5 Graph #Algorithms to know (because #KnowledgeGraphs are the future = “All the world is a graph”): https://
neetcode.io/courses/lesson
s/5-graph-algorithms
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#NetworkScience books:
1) http://
amzn.to/2WiJxff
2) http://
amzn.to/3Slnuka
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#LinkedData #GraphDB #DataScience #AI #ML #RAG #LLMs #Python -
Multimodal Pretraining: Advancing Foundation Models Beyond Language
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Beyond Language Modeling: An Exploration of Multimodal Pretraining https://
buff.ly/lRMeGZs
The visual world offers a critical axis for advancing foundation models beyond language. #AI #MachineLearning #DeepLearning #LLMs #DataScience -
New AI Benchmarks Needed to Measure Cognition and Learning
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AI continues to saturate most benchmarks, so we need new ones which hold a rigorous bar. Help us measure models along the following dimensions: learning, metacognition, attention, executive functions, and social cognition.
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Kaggle Benchmark Competition to Measure AGI Cognitive Progress
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Help us measure the progress towards AGI (specifically cognitive capabilities) by building benchmarks on @kaggle
, with $ 200K in prizes available! Details in -
A critique of Good Old-Fashioned AI limitations
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Good old-fashioned AI was doubly doomed: it was both anti-numbers and anti-learning.
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Critical analysis of LLM reasoning mechanisms
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Reasoning is the opposite of free association. LLMs try to do the former with the latter. It can't work.
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Agentic AI: From Generation to Autonomous Orchestration
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Agentic AI = layered intelligence. AI/ML → Deep Learning → GenAI → AI Agents → Agentic AI. From: • Data → Decisions
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• Content → Tasks
to
• Autonomous, governed systems. The future isn’t just generation.
It’s orchestration + memory + planning + safety. That’s the