2026-09-21
Peng Yang, Xiaoyue He, Hongli Zhang, Zeyu Feng, Liyang Wen, Li Wen, Yin Xu, Bo Chen, Mingjun Xiao, Xin Chen, Gang Zou
White circularly polarized luminescence materials are promising but combining favorable white-light colorimetric properties and strong chiroptical activities is difficult. Yang et al. adopted a dual-loop active learning strategy to realize high-performance materials and devices.
DOI: 10.1038/s41467-026-77409-z2026-09-20
Chenchen Ding, Zhengwu Liu, Yibei Zhang, Can Li, Jianshi Tang, Bin Gao, Hao Yu, Huaqiang Wu, Ngai Wong
Efficient processing of high-dimensional datasets demands minimal information loss and reduced computational complexity. Ding et al. report a memristor-based system that boosts data simplification efficiency and accuracy, supporting applications in image reconstruction, biomedical signal analysis, and LLM fine tuning.
DOI: 10.1038/s41467-026-76272-22026-09-19
Marie Emilie Dourthe, Mehdi Latiri, Etienne Lengliné, Guillaume Charbonnier, Chaimae Saji, Grégoire Huré, Camille Gillet, Jérôme Doss, Aurore Touzart, Lucien Courtois, Agata Cieslak, Mathieu Simonin, Norbert Ifrah, Hervé Dombret, Olivier Hermine, Nicolas Boissel, André Baruchel, Jacques Ghysdael, Elizabeth Macintyre, Philippe Rousselot, Christine Tran Quang, Guillaume P. Andrieu, Vahid Asnafi
Anti-thymocyte globulin (ATG) is a potent immunosuppressant used to prevent and treat acute organ transplant rejection and severe aplastic anemia. Here, the authors discover that ATG can be repurposed to induce TNF-driven cell death in T cell acute lymphoblastic leukemia.
DOI: 10.1038/s41467-026-77027-92026-09-19
Kazuma Kobayashi, Farid Ahmed, Jaewan Park, Subhankar Sarkar, Seid Koric, Souvik Chakraborty, Syed Bahauddin Alam
The authors introduce an operator-learning framework for real-time virtual sensing that reconstructs inaccessible interior physical fields from sparse, heterogeneous measurements and operating conditions.
DOI: 10.1038/s41467-026-77463-72026-09-19
Yue Yu, Qixuan Lin, Shucheng Fang, Joseph G. Thomas, Yibing Zhou, Zichen Xi, Jun Ji, Yizheng Zhu, Linbo Shao, Bingzhao Li, Mo Li
The authors combine molecular-dimer calculations with simplified, coarse-grained simulations to predict the crystal structure of metal-organic cages and show how cage shape and the directionality of interactions influence the structures formed.
DOI: 10.1038/s41467-026-77864-82026-09-19
Ray Zirui Zhang, Christopher E. Miles, Xiaohui Xie, John S. Lowengrub
Estimating parameters of partial differential equations from data with quantified uncertainty is computationally demanding. Here, authors combine bilevel local operator learning with low rank adaptation to enable efficient gradient-based posterior sampling without adjoint equations, pretraining data, or sampling network weights.
DOI: 10.1038/s41467-026-77768-72026-09-19
Yuchen Ma, Jiachen Wu, Chang-Yin Ji, Liangcai Cao, Guangwei Hu
Researchers show that a single optical fiber can transmit hyperspectral images using a tiny nanophotonic encoder, opening a path toward compact, flexible probes for imaging and sensing.
DOI: 10.1038/s41467-026-77550-92026-09-19
Mo-Dian Liu, Guobang Jiang, Jizhai Cui, Yongfeng Mei, Xiao-Dong Chen, Jian-Wen Dong
Using kirigami, the authors create a photonic crystal whose topology can be mechanically reconfigured, allowing corner states and light-routing paths to be switched after fabrication.
DOI: 10.1038/s41467-026-77880-8