TY - JOUR AB - The development of two-dimensional materials has resulted in a diverse range of novel, high-quality compounds with increasing complexity. A key requirement for a comprehensive quantitative theory is the accurate determination of these materials' band structure parameters. However, this task is challenging due to the intricate band structures and the indirect nature of experimental probes. In this work, we introduce a general framework to derive band structure parameters from experimental data using deep neural networks. We applied our method to the penetration field capacitance measurement of trilayer graphene, an effective probe of its density of states. First, we demonstrate that a trained deep network gives accurate predictions for the penetration field capacitance as a function of tight-binding parameters. Next, we use the fast and accurate predictions from the trained network to automatically determine tight-binding parameters directly from experimental data, with extracted parameters being in a good agreement with values in the literature. We conclude by discussing potential applications of our method to other materials and experimental techniques beyond penetration field capacitance. AU - Henderson, Paul M AU - Ghazaryan, Areg AU - Zibrov, Alexander A. AU - Young, Andrea F. AU - Serbyn, Maksym ID - 14320 IS - 12 JF - Physical Review B SN - 2469-9950 TI - Deep learning extraction of band structure parameters from density of states: A case study on trilayer graphene VL - 108 ER - TY - THES AB - Nonergodic systems, whose out-of-equilibrium dynamics fail to thermalize, provide a fascinating research direction both for fundamental reasons and for application in state of the art quantum devices. Going beyond the description of statistical mechanics, ergodicity breaking yields a new paradigm in quantum many-body physics, introducing novel phases of matter with no counterpart at equilibrium. In this Thesis, we address different open questions in the field, focusing on disorder-induced many-body localization (MBL) and on weak ergodicity breaking in kinetically constrained models. In particular, we contribute to the debate about transport in kinetically constrained models, studying the effect of $U(1)$ conservation and inversion-symmetry breaking in a family of quantum East models. Using tensor network techniques, we analyze the dynamics of large MBL systems beyond the limit of exact numerical methods. In this setting, we approach the debated topic of the coexistence of localized and thermal eigenstates separated by energy thresholds known as many-body mobility edges. Inspired by recent experiments, our work further investigates the localization of a small bath induced by the coupling to a large localized chain, the so-called MBL proximity effect. In the first Chapter, we introduce a family of particle-conserving kinetically constrained models, inspired by the quantum East model. The system we study features strong inversion-symmetry breaking, due to the nature of the correlated hopping. We show that these models host so-called quantum Hilbert space fragmentation, consisting of disconnected subsectors in an entangled basis, and further provide an analytical description of this phenomenon. We further probe its effect on dynamics of simple product states, showing revivals in fidelity and local observalbes. The study of dynamics within the largest subsector reveals an anomalous transient superdiffusive behavior crossing over to slow logarithmic dynamics at later times. This work suggests that particle conserving constrained models with inversion-symmetry breaking realize new universality classes of dynamics and invite their further theoretical and experimental studies. Next, we use kinetic constraints and disorder to design a model with many-body mobility edges in particle density. This feature allows to study the dynamics of localized and thermal states in large systems beyond the limitations of previous studies. The time-evolution shows typical signatures of localization at small densities, replaced by thermal behavior at larger densities. Our results provide evidence in favor of the stability of many-body mobility edges, which was recently challenged by a theoretical argument. To support our findings, we probe the mechanism proposed as a cause of delocalization in many-body localized systems with mobility edges suggesting its ineffectiveness in the model studied. In the last Chapter of this Thesis, we address the topic of many-body localization proximity effect. We study a model inspired by recent experiments, featuring Anderson localized coupled to a small bath of free hard-core bosons. The interaction among the two particle species results in non-trivial dynamics, which we probe using tensor network techniques. Our simulations show convincing evidence of many-body localization proximity effect when the bath is composed by a single free particle and interactions are strong. We furthter observe an anomalous entanglement dynamics, which we explain through a phenomenological theory. Finally, we extract highly excited eigenstates of large systems, providing supplementary evidence in favor of our findings. AU - Brighi, Pietro ID - 12732 SN - 2663-337X TI - Ergodicity breaking in disordered and kinetically constrained quantum many-body systems ER - TY - JOUR AB - Quantum kinetically constrained models have recently attracted significant attention due to their anomalous dynamics and thermalization. In this work, we introduce a hitherto unexplored family of kinetically constrained models featuring conserved particle number and strong inversion-symmetry breaking due to facilitated hopping. We demonstrate that these models provide a generic example of so-called quantum Hilbert space fragmentation, that is manifested in disconnected sectors in the Hilbert space that are not apparent in the computational basis. Quantum Hilbert space fragmentation leads to an exponential in system size number of eigenstates with exactly zero entanglement entropy across several bipartite cuts. These eigenstates can be probed dynamically using quenches from simple initial product states. In addition, we study the particle spreading under unitary dynamics launched from the domain wall state, and find faster than diffusive dynamics at high particle densities, that crosses over into logarithmically slow relaxation at smaller densities. Using a classically simulable cellular automaton, we reproduce the logarithmic dynamics observed in the quantum case. Our work suggests that particle conserving constrained models with inversion symmetry breaking realize so far unexplored dynamical behavior and invite their further theoretical and experimental studies. AU - Brighi, Pietro AU - Ljubotina, Marko AU - Serbyn, Maksym ID - 14334 IS - 3 JF - SciPost Physics KW - General Physics and Astronomy SN - 2542-4653 TI - Hilbert space fragmentation and slow dynamics in particle-conserving quantum East models VL - 15 ER - TY - JOUR AB - We demonstrate the possibility of a coupling between the magnetization direction of a ferromagnet and the tilting angle of adsorbed achiral molecules. To illustrate the mechanism of the coupling, we analyze a minimal Stoner model that includes Rashba spin–orbit coupling due to the electric field on the surface of the ferromagnet. The proposed mechanism allows us to study magnetic anisotropy of the system with an extended Stoner–Wohlfarth model and argue that adsorbed achiral molecules can change magnetocrystalline anisotropy of the substrate. Our research aims to motivate further experimental studies of the current-free chirality induced spin selectivity effect involving both enantiomers. AU - Al Hyder, Ragheed AU - Cappellaro, Alberto AU - Lemeshko, Mikhail AU - Volosniev, Artem ID - 14321 IS - 10 JF - The Journal of Chemical Physics KW - Physical and Theoretical Chemistry KW - General Physics and Astronomy SN - 0021-9606 TI - Achiral dipoles on a ferromagnet can affect its magnetization direction VL - 159 ER - TY - JOUR AB - We propose a simple method to measure nonlinear Kerr refractive index in mid-infrared frequency range that avoids using sophisticated infrared detectors. Our approach is based on using a near-infrared probe beam which interacts with a mid-IR beam via wavelength-non-degenerate cross-phase modulation (XPM). By carefully measuring XPM-induced spectral modifications in the probe beam and comparing the experimental data with simulation results, we extract the value for the non-degenerate Kerr index. Finally, in order to obtain the value of degenerate mid-IR Kerr index, we use the well-established two-band formalism of Sheik-Bahae et al., which is shown to become particularly simple in the limit of low frequencies. The proposed technique is complementary to the conventional techniques, such as z-scan, and has the advantage of not requiring any mid-infrared detectors. AU - Lorenc, Dusan AU - Alpichshev, Zhanybek ID - 14342 IS - 9 JF - Applied Physics Letters SN - 0003-6951 TI - Mid-infrared Kerr index evaluation via cross-phase modulation with a near-infrared probe beam VL - 123 ER - TY - JOUR AB - Flows through pipes and channels are, in practice, almost always turbulent, and the multiscale eddying motion is responsible for a major part of the encountered friction losses and pumping costs1. Conversely, for pulsatile flows, in particular for aortic blood flow, turbulence levels remain low despite relatively large peak velocities. For aortic blood flow, high turbulence levels are intolerable as they would damage the shear-sensitive endothelial cell layer2,3,4,5. Here we show that turbulence in ordinary pipe flow is diminished if the flow is driven in a pulsatile mode that incorporates all the key features of the cardiac waveform. At Reynolds numbers comparable to those of aortic blood flow, turbulence is largely inhibited, whereas at much higher speeds, the turbulent drag is reduced by more than 25%. This specific operation mode is more efficient when compared with steady driving, which is the present situation for virtually all fluid transport processes ranging from heating circuits to water, gas and oil pipelines. AU - Scarselli, Davide AU - Lopez Alonso, Jose M AU - Varshney, Atul AU - Hof, Björn ID - 14341 IS - 7977 JF - Nature SN - 0028-0836 TI - Turbulence suppression by cardiac-cycle-inspired driving of pipe flow VL - 621 ER - TY - JOUR AB - Purpose: Biallelic variants in TARS2, encoding the mitochondrial threonyl-tRNA-synthetase, have been reported in a small group of individuals displaying a neurodevelopmental phenotype but with limited neuroradiological data and insufficient evidence for causality of the variants. Methods: Exome or genome sequencing was carried out in 15 families. Clinical and neuroradiological evaluation was performed for all affected individuals, including review of 10 previously reported individuals. The pathogenicity of TARS2 variants was evaluated using in vitro assays and a zebrafish model. Results: We report 18 new individuals harboring biallelic TARS2 variants. Phenotypically, these individuals show developmental delay/intellectual disability, regression, cerebellar and cerebral atrophy, basal ganglia signal alterations, hypotonia, cerebellar signs, and increased blood lactate. In vitro studies showed that variants within the TARS2301-381 region had decreased binding to Rag GTPases, likely impairing mTORC1 activity. The zebrafish model recapitulated key features of the human phenotype and unraveled dysregulation of downstream targets of mTORC1 signaling. Functional testing of the variants confirmed the pathogenicity in a zebrafish model. Conclusion: We define the clinico-radiological spectrum of TARS2-related mitochondrial disease, unveil the likely involvement of the mTORC1 signaling pathway as a distinct molecular mechanism, and establish a TARS2 zebrafish model as an important tool to study variant pathogenicity. AU - Accogli, Andrea AU - Lin, Sheng-Jia AU - Severino, Mariasavina AU - Kim, Sung-Hoon AU - Huang, Kevin AU - Rocca, Clarissa AU - Landsverk, Megan AU - Zaki, Maha S. AU - Al-Maawali, Almundher AU - Srinivasan, Varunvenkat M. AU - Al-Thihli, Khalid AU - Schaefer, G. Bradly AU - Davis, Monica AU - Tonduti, Davide AU - Doneda, Chiara AU - Marten, Lara M. AU - Mühlhausen, Chris AU - Gomez, Maria AU - Lamantea, Eleonora AU - Mena, Rafael AU - Nizon, Mathilde AU - Procaccio, Vincent AU - Begtrup, Amber AU - Telegrafi, Aida AU - Cui, Hong AU - Schulz, Heidi L. AU - Mohr, Julia AU - Biskup, Saskia AU - Loos, Mariana Amina AU - Aráoz, Hilda Verónica AU - Salpietro, Vincenzo AU - Keppen, Laura Davis AU - Chitre, Manali AU - Petree, Cassidy AU - Raymond, Lucy AU - Vogt, Julie AU - Sawyer, Lindsey B. AU - Basinger, Alice A. AU - Pedersen, Signe Vandal AU - Pearson, Toni S. AU - Grange, Dorothy K. AU - Lingappa, Lokesh AU - McDunnah, Paige AU - Horvath, Rita AU - Cognè, Benjamin AU - Isidor, Bertrand AU - Hahn, Andreas AU - Gripp, Karen W. AU - Jafarnejad, Seyed Mehdi AU - Østergaard, Elsebet AU - Prada, Carlos E. AU - Ghezzi, Daniele AU - Gowda, Vykuntaraju K. AU - Taylor, Robert W. AU - Sonenberg, Nahum AU - Houlden, Henry AU - Sissler, Marie AU - Varshney, Gaurav K. AU - Maroofian, Reza ID - 14368 IS - 11 JF - Genetics in Medicine KW - Genetics (clinical) SN - 1098-3600 TI - Clinical, neuroradiological, and molecular characterization of mitochondrial threonyl-tRNA-synthetase (TARS2)-related disorder VL - 25 ER - TY - CONF AB - We formalized general (i.e., type-0) grammars using the Lean 3 proof assistant. We defined basic notions of rewrite rules and of words derived by a grammar, and used grammars to show closure of the class of type-0 languages under four operations: union, reversal, concatenation, and the Kleene star. The literature mostly focuses on Turing machine arguments, which are possibly more difficult to formalize. For the Kleene star, we could not follow the literature and came up with our own grammar-based construction. AU - Dvorak, Martin AU - Blanchette, Jasmin ID - 13120 SN - 9783959772846 T2 - 14th International Conference on Interactive Theorem Proving TI - Closure properties of general grammars - formally verified VL - 268 ER - TY - JOUR AB - Bundling crossings is a strategy which can enhance the readability of graph drawings. In this paper we consider good drawings, i.e., we require that any two edges have at most one common point which can be a common vertex or a crossing. Our main result is that there is a polynomial-time algorithm to compute an 8-approximation of the bundled crossing number of a good drawing with no toothed hole. In general the number of toothed holes has to be added to the 8-approximation. In the special case of circular drawings the approximation factor is 8, this improves upon the 10-approximation of Fink et al. [14]. Our approach also works with the same approximation factor for families of pseudosegments, i.e., curves intersecting at most once. We also show how to compute a 9/2-approximation when the intersection graph of the pseudosegments is bipartite and has no toothed hole. AU - Arroyo Guevara, Alan M AU - Felsner, Stefan ID - 13969 IS - 6 JF - Journal of Graph Algorithms and Applications SN - 1526-1719 TI - Approximating the bundled crossing number VL - 27 ER - TY - CONF AB - We study the Hamilton cycle problem with input a random graph G ~ G(n,p) in two different settings. In the first one, G is given to us in the form of randomly ordered adjacency lists while in the second one, we are given the adjacency matrix of G. In each of the two settings we derive a deterministic algorithm that w.h.p. either finds a Hamilton cycle or returns a certificate that such a cycle does not exist for p = p(n) ≥ 0. The running times of our algorithms are O(n) and respectively, each being best possible in its own setting. AU - Anastos, Michael ID - 14344 SN - 9781611977554 T2 - Proceedings of the Annual ACM-SIAM Symposium on Discrete Algorithms TI - Fast algorithms for solving the Hamilton cycle problem with high probability VL - 2023 ER - TY - JOUR AB - Surface curvature both emerges from, and influences the behavior of, living objects at length scales ranging from cell membranes to single cells to tissues and organs. The relevance of surface curvature in biology is supported by numerous experimental and theoretical investigations in recent years. In this review, first, a brief introduction to the key ideas of surface curvature in the context of biological systems is given and the challenges that arise when measuring surface curvature are discussed. Giving an overview of the emergence of curvature in biological systems, its significance at different length scales becomes apparent. On the other hand, summarizing current findings also shows that both single cells and entire cell sheets, tissues or organisms respond to curvature by modulating their shape and their migration behavior. Finally, the interplay between the distribution of morphogens or micro-organisms and the emergence of curvature across length scales is addressed with examples demonstrating these key mechanistic principles of morphogenesis. Overall, this review highlights that curved interfaces are not merely a passive by-product of the chemical, biological, and mechanical processes but that curvature acts also as a signal that co-determines these processes. AU - Schamberger, Barbara AU - Ziege, Ricardo AU - Anselme, Karine AU - Ben Amar, Martine AU - Bykowski, Michał AU - Castro, André P.G. AU - Cipitria, Amaia AU - Coles, Rhoslyn A. AU - Dimova, Rumiana AU - Eder, Michaela AU - Ehrig, Sebastian AU - Escudero, Luis M. AU - Evans, Myfanwy E. AU - Fernandes, Paulo R. AU - Fratzl, Peter AU - Geris, Liesbet AU - Gierlinger, Notburga AU - Hannezo, Edouard B AU - Iglič, Aleš AU - Kirkensgaard, Jacob J.K. AU - Kollmannsberger, Philip AU - Kowalewska, Łucja AU - Kurniawan, Nicholas A. AU - Papantoniou, Ioannis AU - Pieuchot, Laurent AU - Pires, Tiago H.V. AU - Renner, Lars D. AU - Sageman-Furnas, Andrew O. AU - Schröder-Turk, Gerd E. AU - Sengupta, Anupam AU - Sharma, Vikas R. AU - Tagua, Antonio AU - Tomba, Caterina AU - Trepat, Xavier AU - Waters, Sarah L. AU - Yeo, Edwina F. AU - Roschger, Andreas AU - Bidan, Cécile M. AU - Dunlop, John W.C. ID - 12710 IS - 13 JF - Advanced Materials SN - 0935-9648 TI - Curvature in biological systems: Its quantification, emergence, and implications across the scales VL - 35 ER - TY - JOUR AB - Coherent flows of self-propelled particles are characterized by vortices and jets that sustain chaotic flows, referred to as active turbulence. Here, we reveal a crossover between defect-free active turbulence and active turbulence laden with topological defects. Interestingly, we show that concurrent to the crossover from defect-free to defect-laden active turbulence is the restoration of the previously broken SO(2) symmetry signaled by the fast decay of the two-point correlations. By stability analyses of the topological charge density field, we provide theoretical insights on the criterion for the crossover to the defect-laden active turbulent state. Despite the distinct symmetry features between these two active turbulence regimes, the flow fluctuations exhibit universal statistical scaling behaviors at large scales, while the spectrum of polarity fluctuations decays exponentially at small length scales compared to the active energy injection length. These findings reveal a dynamical crossover between distinct spatiotemporal organization patterns in polar active matter. AU - Andersen, Benjamin H. AU - Renaud, Julian B AU - Rønning, Jonas AU - Angheluta, Luiza AU - Doostmohammadi, Amin ID - 14377 IS - 6 JF - Physical Review Fluids KW - Fluid Flow and Transfer Processes KW - Modeling and Simulation KW - Computational Mechanics SN - 2469-990X TI - Symmetry-restoring crossover from defect-free to defect-laden turbulence in polar active matter VL - 8 ER - TY - JOUR AB - Photoisomerization of azobenzenes from their stable E isomer to the metastable Z state is the basis of numerous applications of these molecules. However, this reaction typically requires ultraviolet light, which limits applicability. In this study, we introduce disequilibration by sensitization under confinement (DESC), a supramolecular approach to induce the E-to-Z isomerization by using light of a desired color, including red. DESC relies on a combination of a macrocyclic host and a photosensitizer, which act together to selectively bind and sensitize E-azobenzenes for isomerization. The Z isomer lacks strong affinity for and is expelled from the host, which can then convert additional E-azobenzenes to the Z state. In this way, the host–photosensitizer complex converts photon energy into chemical energy in the form of out-of-equilibrium photostationary states, including ones that cannot be accessed through direct photoexcitation. AU - Gemen, Julius AU - Church, Jonathan R. AU - Ruoko, Tero-Petri AU - Durandin, Nikita AU - Białek, Michał J. AU - Weissenfels, Maren AU - Feller, Moran AU - Kazes, Miri AU - Borin, Veniamin A. AU - Odaybat, Magdalena AU - Kalepu, Rishir AU - Diskin-Posner, Yael AU - Oron, Dan AU - Fuchter, Matthew J. AU - Priimagi, Arri AU - Schapiro, Igor AU - Klajn, Rafal ID - 13340 IS - 6664 JF - Science TI - Disequilibrating azoarenes by visible-light sensitization under confinement VL - 381 ER - TY - JOUR AB - The elasticity of disordered and polydisperse polymer networks is a fundamental problem of soft matter physics that is still open. Here, we self-assemble polymer networks via simulations of a mixture of bivalent and tri- or tetravalent patchy particles, which result in an exponential strand length distribution analogous to that of experimental randomly cross-linked systems. After assembly, the network connectivity and topology are frozen and the resulting system is characterized. We find that the fractal structure of the network depends on the number density at which the assembly has been carried out, but that systems with the same mean valence and same assembly density have the same structural properties. Moreover, we compute the long-time limit of the mean-squared displacement, also known as the (squared) localization length, of the cross-links and of the middle monomers of the strands, showing that the dynamics of long strands is well described by the tube model. Finally, we find a relation connecting these two localization lengths at high density and connect the cross-link localization length to the shear modulus of the system. AU - Sorichetti, Valerio AU - Ninarello, Andrea AU - Ruiz-Franco, José AU - Hugouvieux, Virginie AU - Zaccarelli, Emanuela AU - Micheletti, Cristian AU - Kob, Walter AU - Rovigatti, Lorenzo ID - 12705 IS - 7 JF - Journal of Chemical Physics SN - 0021-9606 TI - Structure and elasticity of model disordered, polydisperse, and defect-free polymer networks VL - 158 ER - TY - JOUR AB - We study turn-based stochastic zero-sum games with lexicographic preferences over objectives. Stochastic games are standard models in control, verification, and synthesis of stochastic reactive systems that exhibit both randomness as well as controllable and adversarial non-determinism. Lexicographic order allows one to consider multiple objectives with a strict preference order. To the best of our knowledge, stochastic games with lexicographic objectives have not been studied before. For a mixture of reachability and safety objectives, we show that deterministic lexicographically optimal strategies exist and memory is only required to remember the already satisfied and violated objectives. For a constant number of objectives, we show that the relevant decision problem is in NP∩coNP, matching the current known bound for single objectives; and in general the decision problem is PSPACE-hard and can be solved in NEXPTIME∩coNEXPTIME. We present an algorithm that computes the lexicographically optimal strategies via a reduction to the computation of optimal strategies in a sequence of single-objectives games. For omega-regular objectives, we restrict our analysis to one-player games, also known as Markov decision processes. We show that lexicographically optimal strategies exist and need either randomization or finite memory. We present an algorithm that solves the relevant decision problem in polynomial time. We have implemented our algorithms and report experimental results on various case studies. AU - Chatterjee, Krishnendu AU - Katoen, Joost P AU - Mohr, Stefanie AU - Weininger, Maximilian AU - Winkler, Tobias ID - 12738 JF - Formal Methods in System Design TI - Stochastic games with lexicographic objectives ER - TY - GEN AB - The zip file includes source data used in the manuscript "CCR7 acts as both a sensor and a sink for CCL19 to coordinate collective leukocyte migration", as well as a representative Jupyter notebook to reproduce the main figures. Please see the preprint on bioRxiv and the DOI link there to access the final published version. Note the title change between the preprint and the published manuscript. A sample script for particle-based simulations of collective chemotaxis by self-generated gradients is also included (see Self-generated_chemotaxis_sample_script.ipynb) to generate exemplary cell trajectories. A detailed description of the simulation setup is provided in the supplementary information of the manuscipt. AU - Ucar, Mehmet C ID - 14279 TI - Source data for the manuscript "CCR7 acts as both a sensor and a sink for CCL19 to coordinate collective leukocyte migration" ER - TY - JOUR AB - We consider large non-Hermitian random matrices X with complex, independent, identically distributed centred entries and show that the linear statistics of their eigenvalues are asymptotically Gaussian for test functions having 2+ϵ derivatives. Previously this result was known only for a few special cases; either the test functions were required to be analytic [72], or the distribution of the matrix elements needed to be Gaussian [73], or at least match the Gaussian up to the first four moments [82, 56]. We find the exact dependence of the limiting variance on the fourth cumulant that was not known before. The proof relies on two novel ingredients: (i) a local law for a product of two resolvents of the Hermitisation of X with different spectral parameters and (ii) a coupling of several weakly dependent Dyson Brownian motions. These methods are also the key inputs for our analogous results on the linear eigenvalue statistics of real matrices X that are presented in the companion paper [32]. AU - Cipolloni, Giorgio AU - Erdös, László AU - Schröder, Dominik J ID - 10405 IS - 5 JF - Communications on Pure and Applied Mathematics SN - 0010-3640 TI - Central limit theorem for linear eigenvalue statistics of non-Hermitian random matrices VL - 76 ER - TY - JOUR AB - Mathematical models often aim to describe a complicated mechanism in a cohesive and simple manner. However, reaching perfect balance between being simple enough or overly simplistic is a challenging task. Frequently, game-theoretic models have an underlying assumption that players, whenever they choose to execute a specific action, do so perfectly. In fact, it is rare that action execution perfectly coincides with intentions of individuals, giving rise to behavioural mistakes. The concept of incompetence of players was suggested to address this issue in game-theoretic settings. Under the assumption of incompetence, players have non-zero probabilities of executing a different strategy from the one they chose, leading to stochastic outcomes of the interactions. In this article, we survey results related to the concept of incompetence in classic as well as evolutionary game theory and provide several new results. We also suggest future extensions of the model and argue why it is important to take into account behavioural mistakes when analysing interactions among players in both economic and biological settings. AU - Graham, Thomas AU - Kleshnina, Maria AU - Filar, Jerzy A. ID - 10770 JF - Dynamic Games and Applications SN - 2153-0785 TI - Where do mistakes lead? A survey of games with incompetent players VL - 13 ER - TY - JOUR AB - We study direct integrals of quadratic and Dirichlet forms. We show that each quasi-regular Dirichlet space over a probability space admits a unique representation as a direct integral of irreducible Dirichlet spaces, quasi-regular for the same underlying topology. The same holds for each quasi-regular strongly local Dirichlet space over a metrizable Luzin σ-finite Radon measure space, and admitting carré du champ operator. In this case, the representation is only projectively unique. AU - Dello Schiavo, Lorenzo ID - 10145 JF - Potential Analysis SN - 0926-2601 TI - Ergodic decomposition of Dirichlet forms via direct integrals and applications VL - 58 ER - TY - JOUR AB - The study of RNAs has become one of the most influential research fields in contemporary biology and biomedicine. In the last few years, new sequencing technologies have produced an explosion of new and exciting discoveries in the field but have also given rise to many open questions. Defining these questions, together with old, long-standing gaps in our knowledge, is the spirit of this article. The breadth of topics within RNA biology research is vast, and every aspect of the biology of these molecules contains countless exciting open questions. Here, we asked 12 groups to discuss their most compelling question among some plant RNA biology topics. The following vignettes cover RNA alternative splicing; RNA dynamics; RNA translation; RNA structures; R-loops; epitranscriptomics; long non-coding RNAs; small RNA production and their functions in crops; small RNAs during gametogenesis and in cross-kingdom RNA interference; and RNA-directed DNA methylation. In each section, we will present the current state-of-the-art in plant RNA biology research before asking the questions that will surely motivate future discoveries in the field. We hope this article will spark a debate about the future perspective on RNA biology and provoke novel reflections in the reader. AU - Manavella, Pablo A AU - Godoy Herz, Micaela A AU - Kornblihtt, Alberto R AU - Sorenson, Reed AU - Sieburth, Leslie E AU - Nakaminami, Kentaro AU - Seki, Motoaki AU - Ding, Yiliang AU - Sun, Qianwen AU - Kang, Hunseung AU - Ariel, Federico D AU - Crespi, Martin AU - Giudicatti, Axel J AU - Cai, Qiang AU - Jin, Hailing AU - Feng, Xiaoqi AU - Qi, Yijun AU - Pikaard, Craig S ID - 12669 IS - 6 JF - The Plant Cell KW - Cell Biology KW - Plant Science SN - 1040-4651 TI - Beyond transcription: compelling open questions in plant RNA biology VL - 35 ER -