TY - CONF AB - Modern machine learning methods often require more data for training than a single expert can provide. Therefore, it has become a standard procedure to collect data from external sources, e.g. via crowdsourcing. Unfortunately, the quality of these sources is not always guaranteed. As additional complications, the data might be stored in a distributed way, or might even have to remain private. In this work, we address the question of how to learn robustly in such scenarios. Studying the problem through the lens of statistical learning theory, we derive a procedure that allows for learning from all available sources, yet automatically suppresses irrelevant or corrupted data. We show by extensive experiments that our method provides significant improvements over alternative approaches from robust statistics and distributed optimization. AU - Konstantinov, Nikola H AU - Lampert, Christoph ID - 6590 T2 - Proceedings of the 36th International Conference on Machine Learning TI - Robust learning from untrusted sources VL - 97 ER - TY - JOUR AB - Plasmodesmata (PD) are plant-specific membrane-lined channels that create cytoplasmic and membrane continuities between adjacent cells, thereby facilitating cell–cell communication and virus movement. Plant cells have evolved diverse mechanisms to regulate PD plasticity in response to numerous environmental stimuli. In particular, during defense against plant pathogens, the defense hormone, salicylic acid (SA), plays a crucial role in the regulation of PD permeability in a callose-dependent manner. Here, we uncover a mechanism by which plants restrict the spreading of virus and PD cargoes using SA signaling by increasing lipid order and closure of PD. We showed that exogenous SA application triggered the compartmentalization of lipid raft nanodomains through a modulation of the lipid raft-regulatory protein, Remorin (REM). Genetic studies, superresolution imaging, and transmission electron microscopy observation together demonstrated that Arabidopsis REM1.2 and REM1.3 are crucial for plasma membrane nanodomain assembly to control PD aperture and functionality. In addition, we also found that a 14-3-3 epsilon protein modulates REM clustering and membrane nanodomain compartmentalization through its direct interaction with REM proteins. This study unveils a molecular mechanism by which the key plant defense hormone, SA, triggers membrane lipid nanodomain reorganization, thereby regulating PD closure to impede virus spreading. AU - Huang, D AU - Sun, Y AU - Ma, Z AU - Ke, M AU - Cui, Y AU - Chen, Z AU - Chen, C AU - Ji, C AU - Tran, TM AU - Yang, L AU - Lam, SM AU - Han, Y AU - Shu, G AU - Friml, Jiří AU - Miao, Y AU - Jiang, L AU - Chen, X ID - 6999 IS - 42 JF - Proceedings of the National Academy of Sciences of the United States of America SN - 0027-8424 TI - Salicylic acid-mediated plasmodesmal closure via Remorin-dependent lipid organization VL - 116 ER - TY - JOUR AB - We read with great interest the recent work in PNAS by Bergero et al. (1) describing differences in male and female recombination patterns on the guppy (Poecilia reticulata) sex chromosome. We fully agree that recombination in males is largely confined to the ends of the sex chromosome. Bergero et al. interpret these results to suggest that our previous findings of population-level variation in the degree of sex chromosome differentiation in this species (2) are incorrect. However, we suggest that their results are entirely consistent with our previous report, and that their interpretation presents a false controversy. AU - Wright, Alison E. AU - Darolti, Iulia AU - Bloch, Natasha I. AU - Oostra, Vicencio AU - Sandkam, Benjamin A. AU - Buechel, Séverine D. AU - Kolm, Niclas AU - Breden, Felix AU - Vicoso, Beatriz AU - Mank, Judith E. ID - 6621 IS - 26 JF - Proceedings of the National Academy of Sciences of the United States of America TI - On the power to detect rare recombination events VL - 116 ER - TY - JOUR AB - Plant mating systems play a key role in structuring genetic variation both within and between species. In hybrid zones, the outcomes and dynamics of hybridization are usually interpreted as the balance between gene flow and selection against hybrids. Yet, mating systems can introduce selective forces that alter these expectations; with diverse outcomes for the level and direction of gene flow depending on variation in outcrossing and whether the mating systems of the species pair are the same or divergent. We present a survey of hybridization in 133 species pairs from 41 plant families and examine how patterns of hybridization vary with mating system. We examine if hybrid zone mode, level of gene flow, asymmetries in gene flow and the frequency of reproductive isolating barriers vary in relation to mating system/s of the species pair. We combine these results with a simulation model and examples from the literature to address two general themes: (i) the two‐way interaction between introgression and the evolution of reproductive systems, and (ii) how mating system can facilitate or restrict interspecific gene flow. We conclude that examining mating system with hybridization provides unique opportunities to understand divergence and the processes underlying reproductive isolation. AU - Pickup, Melinda AU - Barton, Nicholas H AU - Brandvain, Yaniv AU - Fraisse, Christelle AU - Yakimowski, Sarah AU - Dixit, Tanmay AU - Lexer, Christian AU - Cereghetti, Eva AU - Field, David ID - 6856 IS - 3 JF - New Phytologist SN - 0028-646X TI - Mating system variation in hybrid zones: Facilitation, barriers and asymmetries to gene flow VL - 224 ER - TY - CONF AB - The Tverberg theorem is one of the cornerstones of discrete geometry. It states that, given a set X of at least (d+1)(r-1)+1 points in R^d, one can find a partition X=X_1 cup ... cup X_r of X, such that the convex hulls of the X_i, i=1,...,r, all share a common point. In this paper, we prove a strengthening of this theorem that guarantees a partition which, in addition to the above, has the property that the boundaries of full-dimensional convex hulls have pairwise nonempty intersections. Possible generalizations and algorithmic aspects are also discussed. As a concrete application, we show that any n points in the plane in general position span floor[n/3] vertex-disjoint triangles that are pairwise crossing, meaning that their boundaries have pairwise nonempty intersections; this number is clearly best possible. A previous result of Alvarez-Rebollar et al. guarantees floor[n/6] pairwise crossing triangles. Our result generalizes to a result about simplices in R^d,d >=2. AU - Fulek, Radoslav AU - Gärtner, Bernd AU - Kupavskii, Andrey AU - Valtr, Pavel AU - Wagner, Uli ID - 6647 SN - 1868-8969 T2 - 35th International Symposium on Computational Geometry TI - The crossing Tverberg theorem VL - 129 ER -