Classifying multipartite continuous-variable entanglement structures through data-augmented neural networks

Nature Machine Intelligence, Published online: 30 July 2026; doi:10.1038/s42256-026-01284-yGao et al.…

• introduce a quantum data augmentation method to enable neural networks…

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Beyond representational alignment with brain-guided language models for robust reasoning

Nature Machine Intelligence, Published online: 03 August 2026; doi:10.1038/s42256-026-01278-wXiao et al.…

• show that large language models partially align with human brain activ…
• They further show that brain signals can directly guide and improve mo…

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Reinforcement learning steers generative crystal design

Nature Machine Intelligence, Published online: 03 August 2026; doi:10.…

• 1038/s42256-026-01282-0Generative machine learning methods have led to…
• A reinforcement learning-based method steers candidate generation to t…

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Trajectory forecasting lifts the femtosecond ceiling in molecular simulation

Nature Machine Intelligence, Published online: 05 August 2026; doi:10.…

• 1038/s42256-026-01275-zA new deep learning method enables molecular dy…

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Impact-resistant, autonomous robots inspired by tensegrity architecture

Nature Machine Intelligence, Published online: 10 August 2026; doi:10.1038/s42256-026-01280-2Johnson et al.…

• demonstrate an autonomous three-bar tensegrity robot capable of robust…
• 7-m drop onto asphalt.

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Cutting AI Datacenter Energy with Reinforcement Learning: Measured Power Control of LLM Training from One GPU to the Fleet

arXiv:2608.…

• 11226v1 Announce Type: new Abstract: Reinforcement-learning post-train…
• We instrument GRPO training with half-second power telemetry at 7B, 14…
• Against the full 500-step 7B trace, the controller cuts power-limit vi…

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Harnessing agent memory to build lifelong AI partners for materials scientists

arXiv:2608.…

• 11224v1 Announce Type: new Abstract: Materials research advances throu…
• This experience is essential for reproducibility and knowledge transfe…
• Here we argue that a lifelong AI partner for materials science can be …

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Identity from the Outside: A Conceptual Framework and Research Program for AI Personality Clones

arXiv:2608.11225v1 Announce Type: new Abstract: AI "personality clones" force a re-examination of personal identity in operational terms.…

• Setting aside the hard problem of consciousness, we approach identity …
• We distinguish three criteria that "identity" conflates: fidelity to a…
• We propose a six-term factorization of observed identity (substrate, d…

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A Conceptual Framework for Refining Influence Knowledge from Simulation Evidence in Cyber-Physical Systems

arXiv:2608.…

• 11221v1 Announce Type: new Abstract: Cyber-physical systems (CPS) are …
• The behaviour of these systems emerges from the interaction between th…
• Simulation and co-simulation have become essential approaches for anal…

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LLMs in Process Diagram Engineering: From Optimal PFDs to Validated P&IDs

arXiv:2608.…

• 11220v1 Announce Type: new Abstract: Nowadays, the creation of a proce…
• Applying artificial intelligence in the task could potentially lead no…
• This research presents P&ID Pilot - a practical end-to-end AI pipeline…

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Defining Autonomy for Wellness Robots in Senior Care

An examination of how socially assistive wellness robots could support the seven dimensions of senior wellness, and how a framework can measure their autonomy.…

• What Attendees will LearnWhy the senior care crisis exceeds incrementa…
• Demographic pressure, workforce shortages, and a daily wellness-progra…
• What defines a wellness robot as a category.

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Video Friday: Robotic Motion Discovery Reveals Unusual Behaviors

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics.…

• We also post a weekly calendar of upcoming robotics events for the nex…
• Please send us your events for inclusion.
• RSS 2026: 13–17 July 2026, SYDNEYSummer School on Multi-Robot Systems:…

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Award-Winning Researcher Trains Robots to Make Educated Guesses

Yen-Ling Kuo always wanted to understand how things worked.…

• When she was growing up in Taiwan, reading the story of Michael Farada…
• During that time, she was introduced to Logo, a computer program with …
• It was Kuo’s introduction to programming logic.

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Visual Language Models Train Robots to Read Human Emotions

This article is part of our exclusive IEEE Journal Watch series in partnership with IEEE Xplore.…

• As robots advance in terms of dexterity and other physical capabilitie…
• If that happens, how will robots’ emotional capabilities need to advan…
• In a recent study, researchers trained collaborative robots to read hu…

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The Secret to Marathon-Winning Humanoid Robots

On 19 April 2026, the Honor Lightning humanoid robot ran a half-marathon in 50 minutes and 26 seconds, beating the human world record by 7 minutes and the best robot time from 2025 by almost 2 hours.…

• How did Honor do it?
• Is there some magical technology or technique that unlocked this perfo…
• How did the company beat the significantly better-known Unitree (which…

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项目频道 - 汉堡王：美黑晒伤？真正的火烤技术还得看我

汉堡王的广告巧妙借势了一个在年轻人中很火的网络热词——Tanmaxxing。把“tan”（美黑）和“minmaxing”（最优解）拼在了一起，形容年轻人为了追求极致的美黑效果而疯狂晒太阳。…

• 随着“Tanmaxxing”的火爆，汉堡王也顺势加入了这场讨论，推出了一则趣味夏日广告“Leave the Fire Grilling To…
• 画面里，模特们展示着因过度美黑被晒伤的皮肤，再把晒伤和汉堡王标志性的火烤风味联系在一起。
• 用一种极具网感的方式提醒大家：真正的“火烤”技术活，还是得交给专家（也就是汉堡王）来干。

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文章频道 - 2030的品牌世界，你准备好了吗

我们每个人都是用户，也终将是共建者。原标题：你好，我是你的用户：请一起定义2030的品牌世界你好，我是你的用户。没错，一个真实存在的人，一个有血有肉、会犹豫也会冲动的人。我有自私的需求和欲望，要度过每一天，完成我必须做的事情，但也有我的希望、梦想和抱负。…

• 然而，太久以来，你们习惯把我当作一串号码或一些标签；你们把我归入某个细分群体的格子里，甚至视作等待算法推送的目标；你们似乎更热衷于“管理”我…
• 但这一切，将到此为止，技术已经将前所未有的权力交还到我手中。
• 如今的我，比以往任何时候都更清醒、更挑剔，也更有力量。

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项目频道 - 7or9：走向爱的100种方式

《走向爱的100种方式》我们每天走很多路，大多只是把身体从一坐标搬到另一坐标。但有些日子不一样。那些约好的时刻，一次晚餐、一场电影、一次想了很久的相见。从换鞋出门起，人就在期待里了。…

• 步子不再是为了“完成”，而是一场有温度的移动，藏着心的远近。
• 七夕，7or9不想定义爱，将镜头对准“走向爱”这一行动，记录你奔赴时最自然的身体语言。
• 约会的路上，可以大步走，可以慢慢晃，可以小跑着奔过去，每一种姿态都出自本心，不拧巴，也不矫饰。

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文章频道 - 2026第九届上海国际广告节将于八月璀璨启幕，抢先解锁核心看点！

于8月26—28日在上海半马苏河国际会议中心盛大启幕。2026年8月26日—28日 · 上海半马苏河国际会议中心主办：上海市广告协会 × 上海文化广播影视集团有限公司第九届上海国际广告节即将于八月璀璨启幕！…

• 扫描上方二维码，点击“活动信息”立即报名！
• 2026第九届上海国际广告节将于8月26 —28日在上海半马苏河国际会议中心盛大启幕。
• 本届广告节以“智行·质兴”为主题，立足上海、链接全球，聚焦AI与数字广告的融合创新，通过"会、展、节"三位一体的深度融合模式，致力于打造一个…

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文章频道 - 户外广告，正在成为品牌们的新宠

出圈越多，尝到甜头的品牌根本舍不得停下。前段时间，苹果在日本投放的一组户外广告爆火。引起热烈反响的原因，我想有这两点。其一是品牌自带流量，一举一动都会被关注。其二是风格变化大，一眼抓人眼球。…

• 一改往日简洁干净的画风，选择生活中真实到有点“脏”的场景来做文章。
• 尤其是第一张女性站立雨中，竖起大拇指的狼狈，与文案”大丈夫“形成强烈反差。
• 点击查看项目详情说回到户外广告，个人认为近几年有一个明显趋势：品牌们开始扎堆做户外广告，出圈率也越来越高。

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Can Jeremy Strong Make Us Root for Mark Zuckerberg?

With now infamous artistic commitment, actor Jeremy Strong made us love Succession’s biggest failson—and earned a place in the prestige TV firmament.…

• The Social Reckoning offers an even bigger challenge.

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The New GQ Is Here—And It’ll Take You Everywhere

GQ’s global editorial director, Adam Baidawi, on the magazine’s new era.

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Jeremy Allen White Just Found the Perfect Upgrade to Your Free Tote

The $119 Mini Rigger Tote does all the things your free canvas bag does, but way sexier.

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Inside the Weird New World of Peptide Tanning

Skin-darkening peptides are all over social media, and things are getting weird.

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