Unifying the design of heterogeneous future wireless systems via a generalist foundation model
Peer-Reviewed Publication
Updates every hour. Last Updated: 26-Oct-2026 01:15 ET (26-Oct-2026 05:15 GMT/UTC)
Researchers developed WiFo-2, a wireless foundation model for heterogeneous future wireless systems. Pretrained on 11.6 billion CSI points, it surpassed fully supervised task-specific models in three zero-shot reconstruction tasks and used 1% of labeled data for nine downstream tasks. Its confidence estimates support reliable operation. A prototype validated three tasks across indoor and outdoor scenarios and bands spanning sub-6 GHz and millimeter-wave.
Developing radiosensitizing agents to amplify tumor-eradicating effects on primary, regional recurrence, and distant metastases plays a transformative role in modern cancer care. Here, we report the de novo design of biocatalytic artificial metalloenzymes with an IrMn-cluster-based redox center (IMM) to achieve radiosensitized systemic antitumor responses for preventing malignant tumor metastasis and recurrence. Notably, our findings indicate that Mn-organic ligands substantially enrich the electron density of Ir clusters, thereby optimizing their interaction with oxygen species and markedly enhancing the production of both reactive oxygen species and molecular oxygen. When combined with radiotherapy, the IMM effectively amplifies DNA damage and induces pronounced apoptosis by alleviating intratumoral hypoxia. This shift reprograms the tumor microenvironment, enhancing radiosensitivity and facilitating the infiltration and activation of intratumoral CD8⁺ T cells and dendritic cells. Moreover, when integrated with anti-PD-1 therapy, this coordinated therapeutic regimen elicits potent systemic immune responses and durable antitumor memory, effectively suppressing tumor recurrence and metastasis while markedly improving therapeutic efficacy and long-term survival. We anticipate that this conceptual design could offer a promising and translationally relevant nanomedicine platform for radiotherapies.
A research team from Yantai University, in collaboration with the University of Tennessee, has uncovered why a precipitation-strengthened high-entropy alloy (HEA) that exhibits an excellent strength-ductility combination at 600 °C abruptly loses more than half of its strength when the temperature rises to 700 °C. Through stress-relaxation experiments combined with a direct comparison of stressed and strain-free regions within the same specimen, the team traced this catastrophic softening to a transition in the deformation mechanism near 650 °C: the dominant deformation mechanism shifts from dislocation climb to dynamic recrystallization (DRX) governed by grain boundary diffusion. The study establishes grain boundary stability under stress as a critical and previously overlooked design criterion for high-temperature structural alloys.
Greenland ice records human efforts to cut pollution. But after about 1990, different chemical pollutants diverge to different paths.