{"title":"Science is a process not a product","authors":"","doi":"10.1038/s42254-026-00983-0","DOIUrl":"10.1038/s42254-026-00983-0","url":null,"abstract":"With an increasing number of startups coming out of universities, we examine the differences and similarities between academic and industrial research.","PeriodicalId":19024,"journal":{"name":"Nature Reviews Physics","volume":"8 9","pages":"531-531"},"PeriodicalIF":46.6,"publicationDate":"2026-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.comhttps://www.nature.com/articles/s42254-026-00983-0.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148872222","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fernando E. Rosas, Pedro A. M. Mediano, Andrea I. Luppi, Alexander B. Boyd, Mario Berta, Henrik J. Jensen, Michael Gastpar, Sean M. Carroll
{"title":"Four faces of information in natural systems","authors":"Fernando E. Rosas, Pedro A. M. Mediano, Andrea I. Luppi, Alexander B. Boyd, Mario Berta, Henrik J. Jensen, Michael Gastpar, Sean M. Carroll","doi":"10.1038/s42254-026-00971-4","DOIUrl":"10.1038/s42254-026-00971-4","url":null,"abstract":"The idea of ‘information’ has been instrumental to advances in multiple fields of physics and natural science more broadly. However, despite — or perhaps because of — its pervasiveness, this key notion is used in such a wide range of settings that it is unclear whether there is coherence underpinning all these applications. Instead of advocating for a monolithic perspective, we posit that information has come to bear a number of different technical interpretations, which are usually not sufficiently disambiguated. Following this idea, in this Perspective, we put forward a pluralistic approach towards information, wherein multiple technical interpretations coexist — each bringing its own affordances and restrictions. We outline four different technical senses in which information is currently used in scientific research, which we describe as the engineering, statistical, thermodynamic and ontological ‘faces’ of information. Disambiguating the domain and scope of these faces may help to avoid misinterpretations. We also highlight the complementarity of distinct, yet equally valid applications of an information lens for natural systems. This Perspective proposes a pluralistic understanding of ‘information’ that reflects how this notion is used in natural sciences today. It distinguishes engineering, statistical, thermodynamic and ontological faces of information, each with distinctive affordances and restrictions.","PeriodicalId":19024,"journal":{"name":"Nature Reviews Physics","volume":"8 10","pages":"654-666"},"PeriodicalIF":46.6,"publicationDate":"2026-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149078892","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jia-Xin Yin, Xianxin Wu, Mark H. Fischer, Xiao-Yu Yan, Yigui Zhong, Kozo Okazaki
{"title":"Topological pair density waves in kagome superconductors","authors":"Jia-Xin Yin, Xianxin Wu, Mark H. Fischer, Xiao-Yu Yan, Yigui Zhong, Kozo Okazaki","doi":"10.1038/s42254-026-00974-1","DOIUrl":"10.1038/s42254-026-00974-1","url":null,"abstract":"In pair density waves, the superconducting order modulates periodically in real space, breaking lattice translational symmetry. When a phase winding exists between pair density waves, time-reversal symmetry can also be broken, leading to topological pair density waves (TPDWs). These states illustrate an intriguing synthesis between unconventional superconductivity and topological quantum matter. Although experimental identification of TPDWs is elusive, kagome superconductors provide a useful platform to explore these states. In this Perspective, we review the experimental progress in realizing TPDWs in kagome lattices, discuss the theoretical implications and suggest direction for future work. Topological pair density waves offer an insight into the interplay among finite-momentum pairing, topological matter and chiral superconductivity. This Perspective explores signatures of these states in kagome superconductors.","PeriodicalId":19024,"journal":{"name":"Nature Reviews Physics","volume":"8 10","pages":"667-679"},"PeriodicalIF":46.6,"publicationDate":"2026-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149078905","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The post-quantum transition is a problem of coordination not of cryptography","authors":"Fabian Teichmann","doi":"10.1038/s42254-026-00979-w","DOIUrl":"10.1038/s42254-026-00979-w","url":null,"abstract":"Despite existing standards for quantum-safe encryption and regulatory deadlines, post-quantum migration is slow. The bottleneck is no longer mathematics or physics but collective action, but only the physics community can provide credible, calibrated estimates of when quantum computers will matter.","PeriodicalId":19024,"journal":{"name":"Nature Reviews Physics","volume":"8 9","pages":"536-538"},"PeriodicalIF":46.6,"publicationDate":"2026-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148872223","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Joydip Sarkar, Ayshi Mukherjee, Amit Basu, Ritajit Kundu, Arijit Kundu, Mandar M. Deshmukh
{"title":"van der Waals Josephson junctions for quantum science and technology","authors":"Joydip Sarkar, Ayshi Mukherjee, Amit Basu, Ritajit Kundu, Arijit Kundu, Mandar M. Deshmukh","doi":"10.1038/s42254-026-00970-5","DOIUrl":"10.1038/s42254-026-00970-5","url":null,"abstract":"Josephson junctions (JJs) made out of van der Waals (vdW) materials offer a unique route to explore novel functionalities in superconducting devices such as emergent phases, anisotropic order parameters and crystalline tunnel barriers that remain inaccessible in conventional JJs. Over the past decade, vdW JJs have advanced rapidly, driven by new fabrication techniques and a diverse vdW materials library that enables the integration of materials with vastly disparate properties for scientific exploration. Beyond material diversity, vdW crystalline materials offer new control over device symmetries, enabling the realization of Hamiltonians unique to 2D systems. Furthermore, the long relaxation times of excitations in 2D heterostructures open possibilities for creating quantum sensors, with the 2D material itself acting as an efficient bus for transmitting excitations to the active sensing element. The use of vdW materials has also opened up the opportunity to explore the effect of moiré structures and topology, which could lead to potential applications in quantum computation and ultra-sensitive hybrid sensors. Although opportunities abound with vdW JJs, the challenge of scalability must be surmounted for translation into real-world devices. In this Review, we synthesize current developments in this field and offer a forward-looking roadmap. van der Waals Josephson junctions offer opportunities to explore novel device functionalities in superconducting circuits. This Review discusses progress in different device architectures and provides a roadmap outlining near-term and long-term opportunities for the field.","PeriodicalId":19024,"journal":{"name":"Nature Reviews Physics","volume":"8 10","pages":"619-639"},"PeriodicalIF":46.6,"publicationDate":"2026-08-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149078903","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"What’s wrong with this intuition","authors":"","doi":"10.1038/s42254-026-00976-z","DOIUrl":"10.1038/s42254-026-00976-z","url":null,"abstract":"This month, we reflect on the role of intuition — both physical and mathematical — in furthering our understanding of physics.","PeriodicalId":19024,"journal":{"name":"Nature Reviews Physics","volume":"8 8","pages":"469-469"},"PeriodicalIF":46.6,"publicationDate":"2026-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.comhttps://www.nature.com/articles/s42254-026-00976-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148667572","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"What’s wrong with this intuition","authors":"","doi":"10.1038/s42254-026-00976-z","DOIUrl":"10.1038/s42254-026-00976-z","url":null,"abstract":"This month, we reflect on the role of intuition — both physical and mathematical — in furthering our understanding of physics.","PeriodicalId":19024,"journal":{"name":"Nature Reviews Physics","volume":"8 8","pages":"469-469"},"PeriodicalIF":46.6,"publicationDate":"2026-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.comhttps://www.nature.com/articles/s42254-026-00976-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148667584","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yuxuan Du, Yan Zhu, Yuan-Hang Zhang, Min-Hsiu Hsieh, Patrick Rebentrost, Weibo Gao, Yi-Zhuang You, Jens Eisert, Giulio Chiribella, Dacheng Tao, Barry C. Sanders, Ya-Dong Wu
{"title":"Artificial intelligence for representing and characterizing quantum systems","authors":"Yuxuan Du, Yan Zhu, Yuan-Hang Zhang, Min-Hsiu Hsieh, Patrick Rebentrost, Weibo Gao, Yi-Zhuang You, Jens Eisert, Giulio Chiribella, Dacheng Tao, Barry C. Sanders, Ya-Dong Wu","doi":"10.1038/s42254-026-00962-5","DOIUrl":"10.1038/s42254-026-00962-5","url":null,"abstract":"Efficient characterization of large-scale quantum systems, especially those produced by quantum analog simulators and megaquop quantum computers, poses a central challenge in quantum science owing to the exponential scaling of the Hilbert space with respect to system size. Recent advances in artificial intelligence (AI), with its aptitude for high-dimensional pattern recognition and function approximation, have emerged as a powerful tool to address this challenge. A growing body of research has leveraged AI to represent and characterize scalable quantum systems, spanning from theoretical foundations to experimental realizations. Depending on how previous knowledge and learning architectures are incorporated, the integration of AI into quantum system characterization can be categorized into three synergistic paradigms: machine learning, deep learning and language models. This Technical Review discusses how each of these AI paradigms contributes to two core tasks in representing and characterizing quantum systems: quantum property prediction and quantum system reconstruction. These tasks underlie a range of applications, from quantum certification and benchmarking to enhancing quantum algorithms and identifying critical quantum phenomena. We also discuss key challenges and open questions, together with future prospects at the interface of AI and quantum science. The application of artificial intelligence to quantum information science has emerged as a frontier of research. This Technical Review summarizes how AI techniques, including machine learning, deep learning and language models, are establishing a new way to describe complex quantum systems.","PeriodicalId":19024,"journal":{"name":"Nature Reviews Physics","volume":"8 9","pages":"579-596"},"PeriodicalIF":46.6,"publicationDate":"2026-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148872221","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The work that holds physics together","authors":"Saad Bhamla","doi":"10.1038/s42254-026-00969-y","DOIUrl":"10.1038/s42254-026-00969-y","url":null,"abstract":"In 1834, Mary Somerville’s On the Connexion of the Physical Sciences argued that astronomy, physics and mathematics belonged together. Saad Bhamla asks why this kind of synthesis tends to disappear into the subjects it organizes.","PeriodicalId":19024,"journal":{"name":"Nature Reviews Physics","volume":"8 9","pages":"534-535"},"PeriodicalIF":46.6,"publicationDate":"2026-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148872214","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Drifting in the intestinal stem cell niche","authors":"Linus L. H. Chang","doi":"10.1038/s42254-026-00975-0","DOIUrl":"10.1038/s42254-026-00975-0","url":null,"abstract":"Linus Chang explains how a paper that used statistical physics to explain how intestinal stem cells divide inspired his own work in biophysics.","PeriodicalId":19024,"journal":{"name":"Nature Reviews Physics","volume":"8 9","pages":"540-540"},"PeriodicalIF":46.6,"publicationDate":"2026-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148872219","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}