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9 storiesInnovation
MIT researchers use AI to steer materials generation toward chemically stable crystals
MIT researchers report a framework called CrysVCD that constrains AI-generated material formulas before atomic structures are created, improving reported stability rates and reducing computational screening costs for targeted crystalline materials.news.mit.eduInnovation
Preprint adds frequency-domain evidence to LLM time-series anomaly detection
A new arXiv preprint proposes giving large language models compact frequency-domain evidence, alongside indexed observations, to help detect anomalies in recurring time-series patterns.arxiv.orgSecurity
Five Eyes ministers discuss AI for counter-terrorism, drug smuggling and scams
The Straits Times reports that ministers from the Five Eyes intelligence-sharing group discussed using artificial intelligence across counter-terrorism, drug-smuggling, scam and organised-crime threats during talks in Sydney.straitstimes.comInnovation
G2I paper proposes a simpler way to design interventions from graph AI explanations
A paper introduces G2I, a two-stage method that turns graph neural-network explanations into actionable intervention rules. Tests on synthetic graphs and suicide-risk networks suggest improved efficiency, though the source gives no numerical results or evidence that the proposed interventions improve real-world…arxiv.orgPolicy
Bill Gates calls for “human reserved” jobs as AI reshapes work
The Guardian reports that Bill Gates wants some roles protected from AI replacement and is urging governments to prepare for the technology’s effects on employment, education and public institutions.theguardian.comIndustry
Google reportedly in advanced talks for more than $1.5 billion Mechanize deal
Google is reportedly discussing a deal to license technology from AI coding startup Mechanize and hire some of its employees, according to Business Insider as summarized by gHacks. The talks have not produced a publicly announced agreement, and both companies declined to comment.ghacks.netInnovation
Study finds cross-language reasoning features in LLMs are not always interchangeable
A new preprint examines whether multilingual language models use shared internal features when solving the same math problem in different languages. It finds that geometric similarity between features does not reliably translate into functional interchangeability.arxiv.orgInnovation
Study finds LLMs often overconfident when identifying direct causal links
An evaluation of 12 open-weight language models finds that they frequently mistake indirect or reversed relationships for direct causal connections, while expressing high confidence in many incorrect judgments.arxiv.orgInnovation
Preprint proposes continuous difficulty estimates to reduce LLM self-consistency costs
A new arXiv preprint proposes Flexible Self-Consistency, a method that estimates how uncertain a language model is about a question and adjusts the number of sampled reasoning paths. The authors report token savings of up to 76% while maintaining accuracy comparable to standard self-consistency across various…arxiv.org
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