TY - JOUR AB - Dendritic cells (DCs) are sentinels of the adaptive immune system that reside in peripheral organs of mammals. Upon pathogen encounter, they undergo maturation and up-regulate the chemokine receptor CCR7 that guides them along gradients of its chemokine ligands CCL19 and 21 to the next draining lymph node. There, DCs present peripherally acquired antigen to naïve T cells, thereby triggering adaptive immunity. AU - Leithner, Alexander F AU - Renkawitz, Jörg AU - De Vries, Ingrid AU - Hauschild, Robert AU - Haecker, Hans AU - Sixt, Michael K ID - 437 IS - 6 JF - European Journal of Immunology TI - Fast and efficient genetic engineering of hematopoietic precursor cells for the study of dendritic cell migration VL - 48 ER - TY - JOUR AB - Insects are exposed to a variety of potential pathogens in their environment, many of which can severely impact fitness and health. Consequently, hosts have evolved resistance and tolerance strategies to suppress or cope with infections. Hosts utilizing resistance improve fitness by clearing or reducing pathogen loads, and hosts utilizing tolerance reduce harmful fitness effects per pathogen load. To understand variation in, and selective pressures on, resistance and tolerance, we asked to what degree they are shaped by host genetic background, whether plasticity in these responses depends upon dietary environment, and whether there are interactions between these two factors. Females from ten wild-type Drosophila melanogaster genotypes were kept on high- or low-protein (yeast) diets and infected with one of two opportunistic bacterial pathogens, Lactococcus lactis or Pseudomonas entomophila. We measured host resistance as the inverse of bacterial load in the early infection phase. The relationship (slope) between fly fecundity and individual-level bacteria load provided our fecundity tolerance measure. Genotype and dietary yeast determined host fecundity and strongly affected survival after infection with pathogenic P. entomophila. There was considerable genetic variation in host resistance, a commonly found phenomenon resulting from for example varying resistance costs or frequency-dependent selection. Despite this variation and the reproductive cost of higher P. entomophila loads, fecundity tolerance did not vary across genotypes. The absence of genetic variation in tolerance may suggest that at this early infection stage, fecundity tolerance is fixed or that any evolved tolerance mechanisms are not expressed under these infection conditions. AU - Kutzer, Megan AU - Kurtz, Joachim AU - Armitage, Sophie ID - 617 IS - 1 JF - Journal of Evolutionary Biology SN - 1010-061X TI - Genotype and diet affect resistance, survival, and fecundity but not fecundity tolerance VL - 31 ER - TY - JOUR AB - Despite the remarkable number of scientific breakthroughs of the last 100 years, the treatment of neurodevelopmental disorders (e.g., autism spectrum disorder, intellectual disability) remains a great challenge. Recent advancements in genomics, such as whole-exome or whole-genome sequencing, have enabled scientists to identify numerous mutations underlying neurodevelopmental disorders. Given the few hundred risk genes that have been discovered, the etiological variability and the heterogeneous clinical presentation, the need for genotype — along with phenotype- based diagnosis of individual patients has become a requisite. In this review we look at recent advancements in genomic analysis and their translation into clinical practice. AU - Tarlungeanu, Dora-Clara AU - Novarino, Gaia ID - 5888 IS - 8 JF - Experimental & Molecular Medicine SN - 2092-6413 TI - Genomics in neurodevelopmental disorders: an avenue to personalized medicine VL - 50 ER - TY - JOUR AB - We prove upper and lower bounds on the ground-state energy of the ideal two-dimensional anyon gas. Our bounds are extensive in the particle number, as for fermions, and linear in the statistics parameter (Formula presented.). The lower bounds extend to Lieb–Thirring inequalities for all anyons except bosons. AU - Lundholm, Douglas AU - Seiringer, Robert ID - 295 IS - 11 JF - Letters in Mathematical Physics TI - Fermionic behavior of ideal anyons VL - 108 ER - TY - JOUR AB - Conventional wisdom has it that proteins fold and assemble into definite structures, and that this defines their function. Glycosaminoglycans (GAGs) are different. In most cases the structures they form have a low degree of order, even when interacting with proteins. Here, we discuss how physical features common to all GAGs — hydrophilicity, charge, linearity and semi-flexibility — underpin the overall properties of GAG-rich matrices. By integrating soft matter physics concepts (e.g. polymer brushes and phase separation) with our molecular understanding of GAG–protein interactions, we can better comprehend how GAG-rich matrices assemble, what their properties are, and how they function. Taking perineuronal nets (PNNs) — a GAG-rich matrix enveloping neurons — as a relevant example, we propose that microphase separation determines the holey PNN anatomy that is pivotal to PNN functions. AU - Richter, Ralf AU - Baranova, Natalia AU - Day, Anthony AU - Kwok, Jessica ID - 555 JF - Current Opinion in Structural Biology TI - Glycosaminoglycans in extracellular matrix organisation: Are concepts from soft matter physics key to understanding the formation of perineuronal nets? VL - 50 ER - TY - JOUR AB - Around 150 million years ago, eusocial termites evolved from within the cockroaches, 50 million years before eusocial Hymenoptera, such as bees and ants, appeared. Here, we report the 2-Gb genome of the German cockroach, Blattella germanica, and the 1.3-Gb genome of the drywood termite Cryptotermes secundus. We show evolutionary signatures of termite eusociality by comparing the genomes and transcriptomes of three termites and the cockroach against the background of 16 other eusocial and non-eusocial insects. Dramatic adaptive changes in genes underlying the production and perception of pheromones confirm the importance of chemical communication in the termites. These are accompanied by major changes in gene regulation and the molecular evolution of caste determination. Many of these results parallel molecular mechanisms of eusocial evolution in Hymenoptera. However, the specific solutions are remarkably different, thus revealing a striking case of convergence in one of the major evolutionary transitions in biological complexity. AU - Harrison, Mark AU - Jongepier, Evelien AU - Robertson, Hugh AU - Arning, Nicolas AU - Bitard Feildel, Tristan AU - Chao, Hsu AU - Childers, Christopher AU - Dinh, Huyen AU - Doddapaneni, Harshavardhan AU - Dugan, Shannon AU - Gowin, Johannes AU - Greiner, Carolin AU - Han, Yi AU - Hu, Haofu AU - Hughes, Daniel AU - Huylmans, Ann K AU - Kemena, Karsten AU - Kremer, Lukas AU - Lee, Sandra AU - López Ezquerra, Alberto AU - Mallet, Ludovic AU - Monroy Kuhn, Jose AU - Moser, Annabell AU - Murali, Shwetha AU - Muzny, Donna AU - Otani, Saria AU - Piulachs, Maria AU - Poelchau, Monica AU - Qu, Jiaxin AU - Schaub, Florentine AU - Wada Katsumata, Ayako AU - Worley, Kim AU - Xie, Qiaolin AU - Ylla, Guillem AU - Poulsen, Michael AU - Gibbs, Richard AU - Schal, Coby AU - Richards, Stephen AU - Belles, Xavier AU - Korb, Judith AU - Bornberg Bauer, Erich ID - 448 IS - 3 JF - Nature Ecology and Evolution TI - Hemimetabolous genomes reveal molecular basis of termite eusociality VL - 2 ER - TY - JOUR AB - Escaping local optima is one of the major obstacles to function optimisation. Using the metaphor of a fitness landscape, local optima correspond to hills separated by fitness valleys that have to be overcome. We define a class of fitness valleys of tunable difficulty by considering their length, representing the Hamming path between the two optima and their depth, the drop in fitness. For this function class we present a runtime comparison between stochastic search algorithms using different search strategies. The (1+1) EA is a simple and well-studied evolutionary algorithm that has to jump across the valley to a point of higher fitness because it does not accept worsening moves (elitism). In contrast, the Metropolis algorithm and the Strong Selection Weak Mutation (SSWM) algorithm, a famous process in population genetics, are both able to cross the fitness valley by accepting worsening moves. We show that the runtime of the (1+1) EA depends critically on the length of the valley while the runtimes of the non-elitist algorithms depend crucially on the depth of the valley. Moreover, we show that both SSWM and Metropolis can also efficiently optimise a rugged function consisting of consecutive valleys. AU - Oliveto, Pietro AU - Paixao, Tiago AU - Pérez Heredia, Jorge AU - Sudholt, Dirk AU - Trubenova, Barbora ID - 723 IS - 5 JF - Algorithmica TI - How to escape local optima in black box optimisation when non elitism outperforms elitism VL - 80 ER - TY - JOUR AB - The twelve papers in this special section focus on learning systems with shared information for computer vision and multimedia communication analysis. In the real world, a realistic setting for computer vision or multimedia recognition problems is that we have some classes containing lots of training data and many classes containing a small amount of training data. Therefore, how to use frequent classes to help learning rare classes for which it is harder to collect the training data is an open question. Learning with shared information is an emerging topic in machine learning, computer vision and multimedia analysis. There are different levels of components that can be shared during concept modeling and machine learning stages, such as sharing generic object parts, sharing attributes, sharing transformations, sharing regularization parameters and sharing training examples, etc. Regarding the specific methods, multi-task learning, transfer learning and deep learning can be seen as using different strategies to share information. These learning with shared information methods are very effective in solving real-world large-scale problems. AU - Darrell, Trevor AU - Lampert, Christoph AU - Sebe, Nico AU - Wu, Ying AU - Yan, Yan ID - 321 IS - 5 JF - IEEE Transactions on Pattern Analysis and Machine Intelligence TI - Guest editors' introduction to the special section on learning with Shared information for computer vision and multimedia analysis VL - 40 ER - TY - GEN AB - Around 150 million years ago, eusocial termites evolved from within the cockroaches, 50 million years before eusocial Hymenoptera, such as bees and ants, appeared. Here, we report the 2-Gb genome of the German cockroach, Blattella germanica, and the 1.3-Gb genome of the drywood termite Cryptotermes secundus. We show evolutionary signatures of termite eusociality by comparing the genomes and transcriptomes of three termites and the cockroach against the background of 16 other eusocial and non-eusocial insects. Dramatic adaptive changes in genes underlying the production and perception of pheromones confirm the importance of chemical communication in the termites. These are accompanied by major changes in gene regulation and the molecular evolution of caste determination. Many of these results parallel molecular mechanisms of eusocial evolution in Hymenoptera. However, the specific solutions are remarkably different, thus revealing a striking case of convergence in one of the major evolutionary transitions in biological complexity. AU - Harrison, Mark C. AU - Jongepier, Evelien AU - Robertson, Hugh M. AU - Arning, Nicolas AU - Bitard-Feildel, Tristan AU - Chao, Hsu AU - Childers, Christopher P. AU - Dinh, Huyen AU - Doddapaneni, Harshavardhan AU - Dugan, Shannon AU - Gowin, Johannes AU - Greiner, Carolin AU - Han, Yi AU - Hu, Haofu AU - Hughes, Daniel S. T. AU - Huylmans, Ann K AU - Kemena, Carsten AU - Kremer, Lukas P. M. AU - Lee, Sandra L. AU - Lopez-Ezquerra, Alberto AU - Mallet, Ludovic AU - Monroy-Kuhn, Jose M. AU - Moser, Annabell AU - Murali, Shwetha C. AU - Muzny, Donna M. AU - Otani, Saria AU - Piulachs, Maria-Dolors AU - Poelchau, Monica AU - Qu, Jiaxin AU - Schaub, Florentine AU - Wada-Katsumata, Ayako AU - Worley, Kim C. AU - Xie, Qiaolin AU - Ylla, Guillem AU - Poulsen, Michael AU - Gibbs, Richard A. AU - Schal, Coby AU - Richards, Stephen AU - Belles, Xavier AU - Korb, Judith AU - Bornberg-Bauer, Erich ID - 9841 TI - Data from: Hemimetabolous genomes reveal molecular basis of termite eusociality ER - TY - CONF AB - Concurrent sets with range query operations are highly desirable in applications such as in-memory databases. However, few set implementations offer range queries. Known techniques for augmenting data structures with range queries (or operations that can be used to build range queries) have numerous problems that limit their usefulness. For example, they impose high overhead or rely heavily on garbage collection. In this work, we show how to augment data structures with highly efficient range queries, without relying on garbage collection. We identify a property of epoch-based memory reclamation algorithms that makes them ideal for implementing range queries, and produce three algorithms, which use locks, transactional memory and lock-free techniques, respectively. Our algorithms are applicable to more data structures than previous work, and are shown to be highly efficient on a large scale Intel system. AU - Arbel Raviv, Maya AU - Brown, Trevor A ID - 397 IS - 1 SN - 978-1-4503-4982-6 TI - Harnessing epoch-based reclamation for efficient range queries VL - 53 ER - TY - JOUR AB - The functional role of AMPA receptor (AMPAR)-mediated synaptic signaling between neurons and oligodendrocyte precursor cells (OPCs) remains enigmatic. We modified the properties of AMPARs at axon-OPC synapses in the mouse corpus callosum in vivo during the peak of myelination by targeting the GluA2 subunit. Expression of the unedited (Ca2+ permeable) or the pore-dead GluA2 subunit of AMPARs triggered proliferation of OPCs and reduced their differentiation into oligodendrocytes. Expression of the cytoplasmic C-terminal (GluA2(813-862)) of the GluA2 subunit (C-tail), a modification designed to affect the interaction between GluA2 and AMPAR-binding proteins and to perturb trafficking of GluA2-containing AMPARs, decreased the differentiation of OPCs without affecting their proliferation. These findings suggest that ionotropic and non-ionotropic properties of AMPARs in OPCs, as well as specific aspects of AMPAR-mediated signaling at axon-OPC synapses in the mouse corpus callosum, are important for balancing the response of OPCs to proliferation and differentiation cues. In the brain, oligodendrocyte precursor cells (OPCs) receive glutamatergic AMPA-receptor-mediated synaptic input from neurons. Chen et al. show that modifying AMPA-receptor properties at axon-OPC synapses alters proliferation and differentiation of OPCs. This expands the traditional view of synaptic transmission by suggesting neurons also use synapses to modulate behavior of glia. AU - Chen, Ting AU - Kula, Bartosz AU - Nagy, Balint AU - Barzan, Ruxandra AU - Gall, Andrea AU - Ehrlich, Ingrid AU - Kukley, Maria ID - 32 IS - 4 JF - Cell Reports TI - In Vivo regulation of Oligodendrocyte processor cell proliferation and differentiation by the AMPA-receptor Subunit GluA2 VL - 25 ER - TY - JOUR AB - The release of IgM is the first line of an antibody response and precedes the generation of high affinity IgG in germinal centers. Once secreted by freshly activated plasmablasts, IgM is released into the efferent lymph of reactive lymph nodes as early as 3 d after immunization. As pentameric IgM has an enormous size of 1,000 kD, its diffusibility is low, and one might wonder how it can pass through the densely lymphocyte-packed environment of a lymph node parenchyma in order to reach its exit. In this issue of JEM, Thierry et al. show that, in order to reach the blood stream, IgM molecules take a specific micro-anatomical route via lymph node conduits. AU - Reversat, Anne AU - Sixt, Michael K ID - 5672 IS - 12 JF - Journal of Experimental Medicine SN - 00221007 TI - IgM's exit route VL - 215 ER - TY - JOUR AB - Objective: To report long-term results after Pipeline Embolization Device (PED) implantation, characterize complex and standard aneurysms comprehensively, and introduce a modified flow disruption scale. Methods: We retrospectively reviewed a consecutive series of 40 patients harboring 59 aneurysms treated with 54 PEDs. Aneurysm complexity was assessed using our proposed classification. Immediate angiographic results were analyzed using previously published grading scales and our novel flow disruption scale. Results: According to our new definition, 46 (78%) aneurysms were classified as complex. Most PED interventions were performed in the paraophthalmic and cavernous internal carotid artery segments. Excellent neurologic outcome (modified Rankin Scale 0 and 1) was observed in 94% of patients. Our data showed low permanent procedure-related mortality (0%) and morbidity (3%) rates. Long-term angiographic follow-up showed complete occlusion in 81% and near-total obliteration in a further 14%. Complete obliteration after deployment of a single PED was achieved in all standard aneurysms with 1-year follow-up. Our new scale was an independent predictor of aneurysm occlusion in a multivariable analysis. All aneurysms with a high flow disruption grade showed complete occlusion at follow-up regardless of PED number or aneurysm complexity. Conclusions: Treatment with the PED should be recognized as a primary management strategy for a highly selected cohort with predominantly complex intracranial aneurysms. We further show that a priori assessment of aneurysm complexity and our new postinterventional angiographic flow disruption scale predict occlusion probability and may help to determine the adequate number of per-aneurysm devices. AU - Dodier, Philippe AU - Frischer, Josa AU - Wang, Wei AU - Auzinger, Thomas AU - Mallouhi, Ammar AU - Serles, Wolfgang AU - Gruber, Andreas AU - Knosp, Engelbert AU - Bavinzski, Gerhard ID - 398 JF - World Neurosurgery TI - Immediate flow disruption as a prognostic factor after flow diverter treatment long term experience with the pipeline embolization device VL - 13 ER - TY - JOUR AB - We consider congruences of straight lines in a plane with the combinatorics of the square grid, with all elementary quadrilaterals possessing an incircle. It is shown that all the vertices of such nets (we call them incircular or IC-nets) lie on confocal conics. Our main new results are on checkerboard IC-nets in the plane. These are congruences of straight lines in the plane with the combinatorics of the square grid, combinatorially colored as a checkerboard, such that all black coordinate quadrilaterals possess inscribed circles. We show how this larger class of IC-nets appears quite naturally in Laguerre geometry of oriented planes and spheres and leads to new remarkable incidence theorems. Most of our results are valid in hyperbolic and spherical geometries as well. We present also generalizations in spaces of higher dimension, called checkerboard IS-nets. The construction of these nets is based on a new 9 inspheres incidence theorem. AU - Akopyan, Arseniy AU - Bobenko, Alexander ID - 458 IS - 4 JF - Transactions of the American Mathematical Society TI - Incircular nets and confocal conics VL - 370 ER - TY - JOUR AB - Sperm cells are the most morphologically diverse cells across animal taxa. Within species, sperm and ejaculate traits have been suggested to vary with the male's competitive environment, e.g., level of sperm competition, female mating status and quality, and also with male age, body mass, physiological condition, and resource availability. Most previous studies have based their conclusions on the analysis of only one or a few ejaculates per male without investigating differences among the ejaculates of the same individual. This masks potential ejaculate-specific traits. Here, we provide data on the length, quantity, and viability of sperm ejaculated by wingless males of the ant Cardiocondyla obscurior. Males of this ant species are relatively long-lived and can mate with large numbers of female sexuals throughout their lives. We analyzed all ejaculates across the individuals' lifespan and manipulated the availability of mating partners. Our study shows that both the number and size of sperm cells transferred during copulations differ among individuals and also among ejaculates of the same male. Sperm quality does not decrease with male age, but the variation in sperm number between ejaculates indicates that males need considerable time to replenish their sperm supplies. Producing many ejaculates in a short time appears to be traded-off against male longevity rather than sperm quality. AU - Metzler, Sina AU - Schrempf, Alexandra AU - Heinze, Jürgen ID - 426 JF - Journal of Insect Physiology TI - Individual- and ejaculate-specific sperm traits in ant males VL - 107 ER - TY - CONF AB - In two-player games on graphs, the players move a token through a graph to produce an infinite path, which determines the winner or payoff of the game. Such games are central in formal verification since they model the interaction between a non-terminating system and its environment. We study bidding games in which the players bid for the right to move the token. Two bidding rules have been defined. In Richman bidding, in each round, the players simultaneously submit bids, and the higher bidder moves the token and pays the other player. Poorman bidding is similar except that the winner of the bidding pays the “bank” rather than the other player. While poorman reachability games have been studied before, we present, for the first time, results on infinite-duration poorman games. A central quantity in these games is the ratio between the two players’ initial budgets. The questions we study concern a necessary and sufficient ratio with which a player can achieve a goal. For reachability objectives, such threshold ratios are known to exist for both bidding rules. We show that the properties of poorman reachability games extend to complex qualitative objectives such as parity, similarly to the Richman case. Our most interesting results concern quantitative poorman games, namely poorman mean-payoff games, where we construct optimal strategies depending on the initial ratio, by showing a connection with random-turn based games. The connection in itself is interesting, because it does not hold for reachability poorman games. We also solve the complexity problems that arise in poorman bidding games. AU - Avni, Guy AU - Henzinger, Thomas A AU - Ibsen-Jensen, Rasmus ID - 5788 SN - 03029743 TI - Infinite-duration poorman-bidding games VL - 11316 ER - TY - JOUR AB - A short, 14-amino-acid segment called SP1, located in the Gag structural protein1, has a critical role during the formation of the HIV-1 virus particle. During virus assembly, the SP1 peptide and seven preceding residues fold into a six-helix bundle, which holds together the Gag hexamer and facilitates the formation of a curved immature hexagonal lattice underneath the viral membrane2,3. Upon completion of assembly and budding, proteolytic cleavage of Gag leads to virus maturation, in which the immature lattice is broken down; the liberated CA domain of Gag then re-assembles into the mature conical capsid that encloses the viral genome and associated enzymes. Folding and proteolysis of the six-helix bundle are crucial rate-limiting steps of both Gag assembly and disassembly, and the six-helix bundle is an established target of HIV-1 inhibitors4,5. Here, using a combination of structural and functional analyses, we show that inositol hexakisphosphate (InsP6, also known as IP6) facilitates the formation of the six-helix bundle and assembly of the immature HIV-1 Gag lattice. IP6 makes ionic contacts with two rings of lysine residues at the centre of the Gag hexamer. Proteolytic cleavage then unmasks an alternative binding site, where IP6 interaction promotes the assembly of the mature capsid lattice. These studies identify IP6 as a naturally occurring small molecule that promotes both assembly and maturation of HIV-1. AU - Dick, Robert AU - Zadrozny, Kaneil K AU - Xu, Chaoyi AU - Schur, Florian AU - Lyddon, Terri D AU - Ricana, Clifton L AU - Wagner, Jonathan M AU - Perilla, Juan R AU - Ganser, Pornillos Barbie K AU - Johnson, Marc C AU - Pornillos, Owen AU - Vogt, Volker ID - 150 IS - 7719 JF - Nature TI - Inositol phosphates are assembly co-factors for HIV-1 VL - 560 ER - TY - JOUR AB - The theory of tropical series, that we develop here, firstly appeared in the study of the growth of pluriharmonic functions. Motivated by waves in sandpile models we introduce a dynamic on the set of tropical series, and it is experimentally observed that this dynamic obeys a power law. So, this paper serves as a compilation of results we need for other articles and also introduces several objects interesting by themselves. AU - Kalinin, Nikita AU - Shkolnikov, Mikhail ID - 303 IS - 6 JF - Discrete and Continuous Dynamical Systems- Series A TI - Introduction to tropical series and wave dynamic on them VL - 38 ER - TY - CONF AB - Approximating a probability density in a tractable manner is a central task in Bayesian statistics. Variational Inference (VI) is a popular technique that achieves tractability by choosing a relatively simple variational family. Borrowing ideas from the classic boosting framework, recent approaches attempt to \emph{boost} VI by replacing the selection of a single density with a greedily constructed mixture of densities. In order to guarantee convergence, previous works impose stringent assumptions that require significant effort for practitioners. Specifically, they require a custom implementation of the greedy step (called the LMO) for every probabilistic model with respect to an unnatural variational family of truncated distributions. Our work fixes these issues with novel theoretical and algorithmic insights. On the theoretical side, we show that boosting VI satisfies a relaxed smoothness assumption which is sufficient for the convergence of the functional Frank-Wolfe (FW) algorithm. Furthermore, we rephrase the LMO problem and propose to maximize the Residual ELBO (RELBO) which replaces the standard ELBO optimization in VI. These theoretical enhancements allow for black box implementation of the boosting subroutine. Finally, we present a stopping criterion drawn from the duality gap in the classic FW analyses and exhaustive experiments to illustrate the usefulness of our theoretical and algorithmic contributions. AU - Locatello, Francesco AU - Dresdner, Gideon AU - Khanna, Rajiv AU - Valera, Isabel AU - Rätsch, Gunnar ID - 14202 SN - 9781510884472 T2 - Advances in Neural Information Processing Systems TI - Boosting black box variational inference VL - 31 ER - TY - CONF AB - Variational inference is a popular technique to approximate a possibly intractable Bayesian posterior with a more tractable one. Recently, boosting variational inference has been proposed as a new paradigm to approximate the posterior by a mixture of densities by greedily adding components to the mixture. However, as is the case with many other variational inference algorithms, its theoretical properties have not been studied. In the present work, we study the convergence properties of this approach from a modern optimization viewpoint by establishing connections to the classic Frank-Wolfe algorithm. Our analyses yields novel theoretical insights regarding the sufficient conditions for convergence, explicit rates, and algorithmic simplifications. Since a lot of focus in previous works for variational inference has been on tractability, our work is especially important as a much needed attempt to bridge the gap between probabilistic models and their corresponding theoretical properties. AU - Locatello, Francesco AU - Khanna, Rajiv AU - Ghosh, Joydeep AU - Rätsch, Gunnar ID - 14201 T2 - Proceedings of the 21st International Conference on Artificial Intelligence and Statistics TI - Boosting variational inference: An optimization perspective VL - 84 ER -