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Humans excel at performing complex tasks by leveraging long-term memory across temporal and spatial experiences. In contrast, current Large Language Models (LLMs) struggle to effectively plan and act in dynamic, multi-room 3D environments. We posit that part of this limitation is due to the lack of proper 3D spatial-temporal memory modeling in LLMs. To address this, we first introduce 3DMem-Bench, a comprehensive benchmark comprising over 26,000 trajectories and 2,892 embodied tasks, question-answering and captioning, designed to evaluate an agent’s ability to reason over long-term memory in 3D environments. Second, we propose 3DLLM-Mem, a novel dynamic memory management and fusion model for embodied spatial-temporal reasoning and actions in LLMs.

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A team of researchers at AI Google Quantum AI, led by Craig Gidney, has outlined advances in quantum computer algorithms and error correction methods that could allow such computers to crack Rivest–Shamir–Adleman (RSA) encryption keys with far fewer resources than previously thought. The development, the team notes, suggests encryption experts need to begin work toward developing next-generation encryption techniques. The paper is published on the arXiv preprint server.

RSA is an encryption technique developed in the late 1970s that involves generating public and private keys; the former is used for encryption and the latter decryption. Current standards call for using a 2,048-bit encryption key. Over the past several years, research has suggested that quantum computers would one day be able to crack RSA encryption, but because quantum development has been slow, researchers believed that it would be many years before it came to pass.

Some in the field have accepted a theory that a quantum computer capable of cracking such codes in a reasonable amount of time would have to have at least 20 million qubits. In this new work, the team at Google suggests it could theoretically be done with as few as a million qubits—and it could be done in a week.

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The process of necrosis, a form of cell death, may represent one of the most promising ways to change the course of human aging, disease and even space travel, according to a new study by researchers at UCL, drug discovery company LinkGevity and the European Space Agency (ESA).

In the study, published in Oncogene, an international team of scientists and clinicians explore the potential of —when cells die unexpectedly as a result of infection, injury or disease—to reshape our understanding and treatment of age-related conditions.

Challenging prevailing views, the paper brings together evidence from cancer biology, , kidney disease, and space health to argue that necrosis is not merely an endpoint, but a key driver of aging that presents an opportunity for intervention.

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Astronomers from the International Center for Radio Astronomy Research (ICRAR), in collaboration with international teams, have made a startling discovery about a new type of cosmic phenomenon.

The object, known as ASKAP J1832-0911, emits pulses of radio waves and X-rays for two minutes every 44 minutes.

The paper, “Detection of X-ray Emission from a Bright Long-Period Radio Transient,” is published in Nature.

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The origin of lithium (Li), the third element of the periodic table, has long been shrouded in mystery. This element, commonly found in cosmic rays as two stable isotopes, 6 Li and 7 Li, is crucial to understanding the origins of the universe and the evolution of its chemical elements.

In a recent study, an international team of researchers used the Alpha Magnetic Spectrometer (AMS-02) aboard the International Space Station to measure the cosmic-ray fluxes of 6 Li and 7 Li based on data accumulated from May 2011 to October 2023.

Based on information from over 2 million nuclei amassed across 12 years, the team formulated a hypothesis that strengthens the case for one possible origin of lithium while challenging another previously accepted explanation.

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Caffeine is not only found in coffee, but also in tea, chocolate, energy drinks and many soft drinks, making it one of the most widely consumed psychoactive substances in the world.

In a study published in Communications Biology, a team of researchers from Université de Montréal shed new light on how caffeine can modify sleep and influence the brain’s recovery—both physical and cognitive—overnight.

The research was led by Philipp Thölke, a research trainee at UdeM’s Cognitive and Computational Neuroscience Laboratory (CoCo Lab), and co-led by the lab’s director, Karim Jerbi, a and researcher at Mila–Quebec AI Institute.

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Superconductivity is an advantageous property observed in some materials, which entails an electrical resistance of zero at extremely low temperatures. Superconductors, materials that exhibit this property, have proved to be highly promising for the development of various electronic components for both classical and quantum technologies.

Researchers at Massachusetts Institute of Technology (MIT), University of California–Riverside and SEEQC Inc. recently introduced a new system comprised of four superconducting diodes (SDs), which are that allow electric current to flow in only one direction and are made of .

Their superconducting diode bridge, introduced in a paper published in Nature Electronics, was found to perform remarkably well at cryogenic temperatures, achieving rectification efficiencies as high as 42% ± 5%.

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Augmented reality (AR), the technology that overlays digital content onto what users see around them in real-time, is now widely used in the retail, gaming and entertainment industries, as well as in some educational settings and learning environments. A key component of AR systems are so-called waveguide displays, transparent optical layers that guide light from a projector to the eyes of users, allowing them to see projected images integrated on top of their surrounding environment.

Waveguide displays, mounted on most AR headsets or smart glasses, are typically made up of several substrates and grating couplers (i.e., structures that diffract light into the waveguide). While these multi-layered waveguide displays are widely used, they can sometimes distort colors while also setting limits on the extent to which AR headsets or glasses can be reduced in size.

Researchers at Samsung Electronics and Pohang University of Science and Technology (POSTECH) have recently developed a new single-layer waveguide that could enable the realization of more compact AR headsets for everyday use while also boosting the brightness and color uniformity of images seen by users. The new display, introduced in a paper published in Nature Nanotechnology, was fabricated using achromatic metagratings, arrays of rectangular nanostructures that diffract red, green and blue light at identical angles.

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As fast as modern electronics have become, they could be much faster if their operations were based on light, rather than electricity. Fiber optic cables already transport information at the speed of light; to do computations on that information without translating it back to electric signals will require a host of new optical components.

Researchers at the John and Marcia Price College of Engineering have now developed such a device: one that can be adjusted on the fly to give light different degrees of circular polarization. Because information can be stored in this chiral property of light, the researchers’ device could serve as a multifunctional, reconfigurable component of an optical computing system.

Led by Weilu Gao, assistant professor in the Department of Electrical & Computer Engineering, and Jichao Fan, a Ph.D. candidate in his lab, a study demonstrating the device was published in the journal Nature Communications. Fellow Gao lab members Ruiyang Chen, Minhan Lou, Haoyu Xie, Benjamin Hillam, Jacques Doumani, and Yingheng Tang contributed to the study, as did Nina Hong of the J.A. Woollam Company.

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Metalenses represent a revolutionary advancement in optical technology. Unlike conventional microscope objectives that rely on curved glass surfaces, metalenses employ nanoscale structures to manipulate light at the subwavelength level. Thanks to their ultrathin, lightweight, and flat architectures, metalenses can overcome the bulkiness of traditional lenses, making them ideal candidates for integration in electronic devices and compact imaging systems.

Despite their promising attributes for next-generation , metalenses face significant challenges in practical microscopy applications. Off-axis aberrations, which severely restrict metalens field of view (FOV) and resolution capabilities, are primary limitations.

The inherent trade-off between imaging resolution and FOV has prevented metalenses from achieving performance comparable to conventional microscopes. Although some prior metalens designs have achieved submicron resolution, they operated with an extremely restricted FOV, limiting their practical utility.

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