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In this work, Wu et al. develop and present PolyCLOVER, a framework that integrates multi-stage learning, active learning, and high-throughput experimentation to iteratively discover potent, low-toxicity polymeric antibiotics without relying on external labelled data.

Identifying jets originating from heavy quarks plays a fundamental role in hadronic collider experiments. In this work, the ATLAS Collaboration describes and tests a transformer-based neural network architecture for jet flavour tagging based on low-level input and physics-inspired constraints.

The electronic behaviour of complex oxides such as LaNiO₃ depends on many intrinsic and extrinsic factors, making it challenging to identify microscopic mechanisms. Here the authors demonstrate the influence of oxygen vacancies on the thickness-dependent metal-insulator transition of LaNiO₃ films.

Humanity’s Last Exam, a multi-modal benchmark at the frontier of human knowledge, is designed to be an expert-level closed-ended academic benchmark with broad subject coverage.

Risk associated with genetically defined forms of autism spectrum disorder (ASD) can propagate by means of transcriptional regulation to affect convergently dysregulated pathways, providing insight into the convergent impact of ASD genetic risk on human neurodevelopment.

Here, Chen et al. develop an injectable hydrogel that induces innate immune memory against reinfection and promotes bone repair in osteomyelitis, offering a biomaterial-based immunomodulatory strategy for refractory bone infections.

Li et al. reveal projection neuron-type-specific dynamics that coordinate corticothalamic communication during reach-to-consume behavior in mice.

Fracto-mechanoluminescence is the emission of light from fracturing solids. Here, the authors show that this emission in Mn halides arises from elastic stiffness, electromechanical coupling, and trap states that activate Mn²⁺ d−d transitions.

This study uses an X-ray free-electron laser to study transient highly strained structural states in individual palladium nanocrystals, which precede their uniform thermal expansion.

Immune checkpoint inhibitors have shown promise in tumour immunotherapy but resistance has been seen. Here using pre-treatment hepatocellular carcinoma patient biopsies from patients scheduled for immunotherapy, the authors implicate BCL9 and show that a BCL9-targeting peptide promotes anti-tumour immunity in mouse models through targeting macrophages and promoting anti-tumour T cell responses.

Understanding collective behaviour is an important aspect of managing the pandemic response. Here the authors show in a large global study that participants that reported identifying more strongly with their nation reported greater engagement in public health behaviours and support for public health policies in the context of the pandemic.

A hidden Markov model that uses probabilistic retrospective inference allows for up to one month of unsupervised recalibration in an online cursor-based intracortical brain–machine interface.

The CMS Collaboration reports the measurement of the spin, parity, and charge conjugation properties of all-charm tetraquarks, exotic fleeting particles formed in proton–proton collisions at the Large Hadron Collider.

NbN/AlN/NbN qubits prepared by atomic layer deposition allow for precise control of the tunnelling barrier and stable operation beyond the temperature limit of aluminium-based devices.

The ALICE Collaboration provides details on the microscopic mechanism that ends up creating antideuteron in high-energy proton–proton collisions at the Large Hadron Collider.

This study demonstrates that resting-state fMRI networks can rapidly reconfigure in response to a single, 10-ms thalamic neural population activity input, revealing how brain networks mediate fast neural information flow and processing.

Multi-ancestry genome-wide association meta-analyses of polycystic ovary syndrome in women of East Asian and European ancestries identify 94 independent susceptibility regions, including 73 novel loci.

The authors report suspended Lamb-wave resonators using sub-100 nm ultrathin lithium niobate, achieving resonant frequencies of nearly 220 GHz-doubling prior records and holding exciting prospects for terahertz nanomechanics.

Williams et al. report a growth arrest mechanism in residual cancer persister cells through targeted therapy-induced upregulation of type I interferon signalling, which is negatively regulated by apoptotic DNA endonuclease DFFB to allow tumour relapse.

PerioGT is a self-supervised learning framework for polymer property prediction, integrating periodicity priors and additional conditions to enhance generalization under data scarcity and enable broad applicability.

Industrial hydrogen production in acidic media is constrained by high overpotential and poor durability. Here, the authors report plasma-enhanced deposition of nanoedge enriched molybdenum oxycarbide electrocatalysts that enable efficient, durable, and high throughput hydrogen evolution.

A new artificial intelligence model, DeepSeek-R1, is introduced, demonstrating that the reasoning abilities of large language models can be incentivized through pure reinforcement learning, removing the need for human-annotated demonstrations.

Replacing animal feathers and wool with synthetic materials can ameliorate the ethical and environmental issues associated with the production of clothing designed to retain warmth. Here the authors present synthetic nanofibre textiles that combine wearability, comfort, lightness and thermal insulation.

A flexible micro-electrocorticography brain–computer interface that integrates a 256 × 256 array of electrodes, signal processing, data telemetry and wireless powering on a single complementary metal–oxide–semiconductor substrate can provide stable, chronic in vivo recordings.

Despite recent advances with trappedion-based platforms, achieving quantum networks with link efficiency greater than unity on metropolitan scales is still a challenge. Here, the authors demonstrate a multiplexed quantum network generating heralded entanglement at a rate faster than local decoherence.

The Einstein Probe has discovered a fast X-ray transient, EP240414a, associated with a broad-lined type Ic supernova. Its unusually soft spectrum and weak jet add to the diversity of stellar deaths and suggest a previously unknown Wolf–Rayet star explosion mechanism.

Thermal stability remains a key challenge for organic photovoltaics. Qin et al. now propose a strategy that stabilizes multiple components of the devices, enhancing their resilience under damp heat and thermal cycling conditions.

Data obtained from the MicroBooNE liquid-argon time projection chamber are used to exclude the single light sterile neutrino interpretation of the LSND and MiniBooNE anomalies at the 95% confidence level.

Human primary monocytes reversibly phase separate into regular, multicellular, multilayered domains on soft matrices with physiological stiffness due to local activation and global inhibition processes that occur during random cell migration.

Ancient genomes from Neolithic rice-farming populations at Baligang reveal a demographic shift around 4,200 years ago and a 5,000-year-old patrilineal social structure, providing insights into the population history of East Asia.

The role of the complement system (CS) - part of the immune system - in pancreatic ductal adenocarcinoma (PDAC) remains underexplored. Here, the authors evaluate the association of genetic variants in CS-related genes with PDAC risk, and explore their potential role in prognosis and immune infiltration.

The death of massive stars has traditionally been discovered by explosive events in the gamma-ray band. Liu et al. show that the sensitive wide-field monitor on board Einstein Probe can reveal a weak soft-X-ray signal much earlier than gamma rays.

Thermal lepton pairs are ideal probes for the temperature of quark-gluon plasma. Here, the STAR Collaboration uses thermal electron-positron pair production to measure quark-gluon plasma average temperature at different stages of the evolution.

Combining atomic-scale imaging and density-functional-theory defect phase diagrams, this study shows that boron at steel grain boundaries rearranges iron atoms, triggers defect phase transformations, and greatly increases resistance to embrittlement.

The authors present SVclone, a computational method for inferring the cancer cell fraction of structural variants from whole-genome sequencing data.

Analysis of cancer genome sequencing data has enabled the discovery of driver mutations. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium the authors present DriverPower, a software package that identifies coding and non-coding driver mutations within cancer whole genomes via consideration of mutational burden and functional impact evidence.

Red light- or ultrasound-controlled proximity labelling is engineered to stimulate clustering-induced receptor activation and downstream signalling amplification to promote antitumour immune responses.

Integrative analyses of transcriptome and whole-genome sequencing data for 1,188 tumours across 27 types of cancer are used to provide a comprehensive catalogue of RNA-level alterations in cancer.

Entanglement was observed in top–antitop quark events by the ATLAS experiment produced at the Large Hadron Collider at CERN using a proton–proton collision dataset with a centre-of-mass energy of √s  = 13 TeV and an integrated luminosity of 140 fb⁻¹.

The quark structure of the f₀(980) hadron is still unknown after 50 years of its discovery. Here, the CMS Collaboration reports a measurement of the elliptic flow of the f₀(980) state in proton-lead collisions at a nucleon-nucleon centre-of-mass energy of 8.16 TeV, providing strong evidence that the state is an ordinary meson.

Model thiophene-decorated nickel porphyrins are synthesized to examine how sulfur promotes CO₂-to-CO conversion and tandem CO₂-to-C₂ product conversion in electrocatalytic CO₂ reduction. Combined theoretical and experimental analyses show that thiophene substituents generate a ligand hole character that modulates the nickel-centred electronic structure, enhancing overall catalytic performance.

It is unclear how often genetic mosaicism of chromosome X arises. Here, the authors examine women with cancer and cancer-free controls and show that X chromosome mosaicism occurs more frequently than on autosomes, especially on the inactive X chromosome, but is not linked to non-haematologic cancer risk

An approach that integrates electrochemical CO₂ reduction and biological denitrification provides a new solution for nitrogen removal, where the formate obtained from CO₂ is used directly as the carbon source in the denitrification process in wastewater treatment.

While Bell inequalities have been violated several times—mostly in photonic systems—their violations within particle physics experiments are less explored. Here, the BESIII Collaboration showcases Bell-violating nonlocal correlations between entangled hyperon pairs.

This study presents a programmable mRNA nanomedicine that induces tumour-specific immunogenic cell death in immunologically cold and metastatic tumours with enhanced safety, advancing next-generation strategies for personalized cancer immunotherapy

A nanofluidic intracellular delivery (NanoFLUID) patch provides a versatile, biocompatible and efficient method for the targeted delivery of payloads to internal organs for therapeutic purposes and for biomolecular investigations.

Analyses of 2,658 whole genomes across 38 types of cancer identify the contribution of non-coding point mutations and structural variants to driving cancer.