@book{11429,
  abstract     = {This book constitutes the refereed proceedings of the 18th International Symposium on Web and Wireless Geographical Information Systems, W2GIS 2022, held in Konstanz, Germany, in April 2022.
The 7 full papers presented together with 6 short papers in the volume were carefully reviewed and selected from 16 submissions.  The papers cover topics that range from mobile GIS and Location-Based Services to Spatial Information Retrieval and Wireless Sensor Networks.},
  editor       = {Karimipour, Farid and Storandt, Sabine},
  isbn         = {9783031062445},
  issn         = {1611-3349},
  pages        = {153},
  publisher    = {Springer Nature},
  title        = {{Web and Wireless Geographical Information Systems}},
  doi          = {10.1007/978-3-031-06245-2},
  volume       = {13238},
  year         = {2022},
}

@article{11432,
  abstract     = {This paper proposes a method for simulating liquids in large bodies of water by coupling together a water surface wave simulator with a 3D Navier-Stokes simulator. The surface wave simulation uses the equivalent sources method (ESM) to efficiently animate large bodies of water with precisely controllable wave propagation behavior. The 3D liquid simulator animates complex non-linear fluid behaviors like splashes and breaking waves using off-the-shelf simulators using FLIP or the level set method with semi-Lagrangian advection.
We combine the two approaches by using the 3D solver to animate localized non-linear behaviors, and the 2D wave solver to animate larger regions with linear surface physics. We use the surface motion from the 3D solver as boundary conditions for 2D surface wave simulator, and we use the velocity and surface heights from the 2D surface wave simulator as boundary conditions for the 3D fluid simulation. We also introduce a novel technique for removing visual artifacts caused by numerical errors in 3D fluid solvers: we use experimental data to estimate the artificial dispersion caused by the 3D solver and we then carefully tune the wave speeds of the 2D solver to match it, effectively eliminating any differences in wave behavior across the boundary. To the best of our knowledge, this is the first time such a empirically driven error compensation approach has been used to remove coupling errors from a physics simulator.
Our coupled simulation approach leverages the strengths of each simulation technique, animating large environments with seamless transitions between 2D and 3D physics.},
  author       = {Schreck, Camille and Wojtan, Christopher J},
  issn         = {1467-8659},
  journal      = {Computer Graphics Forum},
  number       = {2},
  pages        = {343--353},
  publisher    = {Wiley},
  title        = {{Coupling 3D liquid simulation with 2D wave propagation for large scale water surface animation using the equivalent sources method}},
  doi          = {10.1111/cgf.14478},
  volume       = {41},
  year         = {2022},
}

@article{11435,
  abstract     = {We introduce a new variant of quantitative Helly-type theorems: the minimal homothetic distance of the intersection of a family of convex sets to the intersection of a subfamily of a fixed size. As an application, we establish the following quantitative Helly-type result for the diameter. If $K$ is the intersection of finitely many convex bodies in $\mathbb{R}^d$, then one can select $2d$ of these bodies whose intersection is of diameter at most $(2d)^3{diam}(K)$. The best previously known estimate, due to Brazitikos [Bull. Hellenic Math. Soc., 62 (2018), pp. 19--25], is $c d^{11/2}$. Moreover, we confirm that the multiplicative factor $c d^{1/2}$ conjectured by Bárány, Katchalski, and Pach [Proc. Amer. Math. Soc., 86 (1982), pp. 109--114] cannot be improved. The bounds above follow from our key result that concerns sparse approximation of a convex polytope by the convex hull of a well-chosen subset of its vertices: Assume that $Q \subset {\mathbb R}^d$ is a polytope whose centroid is the origin. Then there exist at most 2d vertices of $Q$ whose convex hull $Q^{\prime \prime}$ satisfies $Q \subset - 8d^3 Q^{\prime \prime}.$},
  author       = {Ivanov, Grigory and Naszodi, Marton},
  issn         = {0895-4801},
  journal      = {SIAM Journal on Discrete Mathematics},
  number       = {2},
  pages        = {951--957},
  publisher    = {Society for Industrial and Applied Mathematics},
  title        = {{A quantitative Helly-type theorem: Containment in a homothet}},
  doi          = {10.1137/21M1403308},
  volume       = {36},
  year         = {2022},
}

@article{10016,
  abstract     = {Auxin has always been at the forefront of research in plant physiology and development. Since the earliest contemplations by Julius von Sachs and Charles Darwin, more than a century-long struggle has been waged to understand its function. This largely reflects the failures, successes, and inevitable progress in the entire field of plant signaling and development. Here I present 14 stations on our long and sometimes mystical journey to understand auxin. These highlights were selected to give a flavor of the field and to show the scope and limits of our current knowledge. A special focus is put on features that make auxin unique among phytohormones, such as its dynamic, directional transport network, which integrates external and internal signals, including self-organizing feedback. Accented are persistent mysteries and controversies. The unexpected discoveries related to rapid auxin responses and growth regulation recently disturbed our contentment regarding understanding of the auxin signaling mechanism. These new revelations, along with advances in technology, usher us into a new, exciting era in auxin research. },
  author       = {Friml, Jiří},
  issn         = {1943-0264},
  journal      = {Cold Spring Harbor Perspectives in Biology},
  number       = {5},
  publisher    = {Cold Spring Harbor Laboratory Press},
  title        = {{Fourteen stations of auxin}},
  doi          = {10.1101/cshperspect.a039859},
  volume       = {14},
  year         = {2022},
}

@article{10181,
  abstract     = {In this article we study some geometric properties of proximally smooth sets. First, we introduce a modification of the metric projection and prove its existence. Then we provide an algorithm for constructing a rectifiable curve between two sufficiently close points of a proximally smooth set in a uniformly convex and uniformly smooth Banach space, with the moduli of smoothness and convexity of power type. Our algorithm returns a reasonably short curve between two sufficiently close points of a proximally smooth set, is iterative and uses our modification of the metric projection. We estimate the length of the constructed curve and its deviation from the segment with the same endpoints. These estimates coincide up to a constant factor with those for the geodesics in a proximally smooth set in a Hilbert space.},
  author       = {Ivanov, Grigory and Lopushanski, Mariana S.},
  issn         = {1877-0541},
  journal      = {Set-Valued and Variational Analysis},
  number       = {2},
  pages        = {657--675},
  publisher    = {Springer Nature},
  title        = {{Rectifiable curves in proximally smooth sets}},
  doi          = {10.1007/s11228-021-00612-1},
  volume       = {30},
  year         = {2022},
}

@article{10182,
  abstract     = {The mitochondrial oxidative phosphorylation system is central to cellular metabolism. It comprises five enzymatic complexes and two mobile electron carriers that work in a mitochondrial respiratory chain. By coupling the oxidation of reducing equivalents coming into mitochondria to the generation and subsequent dissipation of a proton gradient across the inner mitochondrial membrane, this electron transport chain drives the production of ATP, which is then used as a primary energy carrier in virtually all cellular processes. Minimal perturbations of the respiratory chain activity are linked to diseases; therefore, it is necessary to understand how these complexes are assembled and regulated and how they function. In this Review, we outline the latest assembly models for each individual complex, and we also highlight the recent discoveries indicating that the formation of larger assemblies, known as respiratory supercomplexes, originates from the association of the intermediates of individual complexes. We then discuss how recent cryo-electron microscopy structures have been key to answering open questions on the function of the electron transport chain in mitochondrial respiration and how supercomplexes and other factors, including metabolites, can regulate the activity of the single complexes. When relevant, we discuss how these mechanisms contribute to physiology and outline their deregulation in human diseases.},
  author       = {Vercellino, Irene and Sazanov, Leonid A},
  issn         = {1471-0080},
  journal      = {Nature Reviews Molecular Cell Biology},
  pages        = {141–161},
  publisher    = {Springer Nature},
  title        = {{The assembly, regulation and function of the mitochondrial respiratory chain}},
  doi          = {10.1038/s41580-021-00415-0},
  volume       = {23},
  year         = {2022},
}

@article{10211,
  abstract     = {We study the problem of recovering an unknown signal 𝑥𝑥 given measurements obtained from a generalized linear model with a Gaussian sensing matrix. Two popular solutions are based on a linear estimator 𝑥𝑥^L and a spectral estimator 𝑥𝑥^s. The former is a data-dependent linear combination of the columns of the measurement matrix, and its analysis is quite simple. The latter is the principal eigenvector of a data-dependent matrix, and a recent line of work has studied its performance. In this paper, we show how to optimally combine 𝑥𝑥^L and 𝑥𝑥^s. At the heart of our analysis is the exact characterization of the empirical joint distribution of (𝑥𝑥,𝑥𝑥^L,𝑥𝑥^s) in the high-dimensional limit. This allows us to compute the Bayes-optimal combination of 𝑥𝑥^L and 𝑥𝑥^s, given the limiting distribution of the signal 𝑥𝑥. When the distribution of the signal is Gaussian, then the Bayes-optimal combination has the form 𝜃𝑥𝑥^L+𝑥𝑥^s and we derive the optimal combination coefficient. In order to establish the limiting distribution of (𝑥𝑥,𝑥𝑥^L,𝑥𝑥^s), we design and analyze an approximate message passing algorithm whose iterates give 𝑥𝑥^L and approach 𝑥𝑥^s. Numerical simulations demonstrate the improvement of the proposed combination with respect to the two methods considered separately.},
  author       = {Mondelli, Marco and Thrampoulidis, Christos and Venkataramanan, Ramji},
  issn         = {1615-3383},
  journal      = {Foundations of Computational Mathematics},
  keywords     = {Applied Mathematics, Computational Theory and Mathematics, Computational Mathematics, Analysis},
  number       = {5},
  pages        = {1513--1566},
  publisher    = {Springer},
  title        = {{Optimal combination of linear and spectral estimators for generalized linear models}},
  doi          = {10.1007/s10208-021-09531-x},
  volume       = {22},
  year         = {2022},
}

@article{10282,
  abstract     = {Advanced transcriptome sequencing has revealed that the majority of eukaryotic genes undergo alternative splicing (AS). Nonetheless, little effort has been dedicated to investigating the functional relevance of particular splicing events, even those in the key developmental and hormonal regulators. Combining approaches of genetics, biochemistry and advanced confocal microscopy, we describe the impact of alternative splicing on the PIN7 gene in the model plant Arabidopsis thaliana. PIN7 encodes a polarly localized transporter for the phytohormone auxin and produces two evolutionarily conserved transcripts, PIN7a and PIN7b. PIN7a and PIN7b, differing in a four amino acid stretch, exhibit almost identical expression patterns and subcellular localization. We reveal that they are closely associated and mutually influence each other's mobility within the plasma membrane. Phenotypic complementation tests indicate that the functional contribution of PIN7b per se is minor, but it markedly reduces the prominent PIN7a activity, which is required for correct seedling apical hook formation and auxin-mediated tropic responses. Our results establish alternative splicing of the PIN family as a conserved, functionally relevant mechanism, revealing an additional regulatory level of auxin-mediated plant development.},
  author       = {Kashkan, Ivan and Hrtyan, Mónika and Retzer, Katarzyna and Humpolíčková, Jana and Jayasree, Aswathy and Filepová, Roberta and Vondráková, Zuzana and Simon, Sibu and Rombaut, Debbie and Jacobs, Thomas B. and Frilander, Mikko J. and Hejátko, Jan and Friml, Jiří and Petrášek, Jan and Růžička, Kamil},
  issn         = {1469-8137},
  journal      = {New Phytologist},
  number       = {1},
  pages        = {329--343},
  publisher    = {Wiley},
  title        = {{Mutually opposing activity of PIN7 splicing isoforms is required for auxin-mediated tropic responses in Arabidopsis thaliana}},
  doi          = {10.1111/nph.17792},
  volume       = {233},
  year         = {2022},
}

@article{10284,
  abstract     = {Infections early in life can have enduring effects on an organism's development and immunity. In this study, we show that this equally applies to developing ‘superorganisms’––incipient social insect colonies. When we exposed newly mated Lasius niger ant queens to a low pathogen dose, their colonies grew more slowly than controls before winter, but reached similar sizes afterwards. Independent of exposure, queen hibernation survival improved when the ratio of pupae to workers was small. Queens that reared fewer pupae before worker emergence exhibited lower pathogen levels, indicating that high brood rearing efforts interfere with the ability of the queen's immune system to suppress pathogen proliferation. Early-life queen pathogen exposure also improved the immunocompetence of her worker offspring, as demonstrated by challenging the workers to the same pathogen a year later. Transgenerational transfer of the queen's pathogen experience to her workforce can hence durably reduce the disease susceptibility of the whole superorganism.},
  author       = {Casillas Perez, Barbara E and Pull, Christopher and Naiser, Filip and Naderlinger, Elisabeth and Matas, Jiri and Cremer, Sylvia},
  issn         = {1461-0248},
  journal      = {Ecology Letters},
  number       = {1},
  pages        = {89--100},
  publisher    = {Wiley},
  title        = {{Early queen infection shapes developmental dynamics and induces long-term disease protection in incipient ant colonies}},
  doi          = {10.1111/ele.13907},
  volume       = {25},
  year         = {2022},
}

@article{10335,
  abstract     = {Van der Holst and Pendavingh introduced a graph parameter σ, which coincides with the more famous Colin de Verdière graph parameter μ for small values. However, the definition of a is much more geometric/topological directly reflecting embeddability properties of the graph. They proved μ(G) ≤ σ(G) + 2 and conjectured σ(G) ≤ σ(G) for any graph G. We confirm this conjecture. As far as we know, this is the first topological upper bound on σ(G) which is, in general, tight.
Equality between μ and σ does not hold in general as van der Holst and Pendavingh showed that there is a graph G with μ(G) ≤ 18 and σ(G) ≥ 20. We show that the gap appears at much smaller values, namely, we exhibit a graph H for which μ(H) ≥ 7 and σ(H) ≥ 8. We also prove that, in general, the gap can be large: The incidence graphs Hq of finite projective planes of order q satisfy μ(Hq) ∈ O(q3/2) and σ(Hq) ≥ q2.},
  author       = {Kaluza, Vojtech and Tancer, Martin},
  issn         = {0209-9683},
  journal      = {Combinatorica},
  pages        = {1317--1345},
  publisher    = {Springer Nature},
  title        = {{Even maps, the Colin de Verdière number and representations of graphs}},
  doi          = {10.1007/s00493-021-4443-7},
  volume       = {42},
  year         = {2022},
}

@article{10364,
  abstract     = {This paper characterizes the latency of the simplified successive-cancellation (SSC) decoding scheme for polar codes under hardware resource constraints. In particular, when the number of processing elements P that can perform SSC decoding operations in parallel is limited, as is the case in practice, the latency of SSC decoding is O(N1-1/μ + N/P log2 log2 N/P), where N is the block length of the code and μ is the scaling exponent of the channel. Three direct consequences of this bound are presented. First, in a fully-parallel implementation where P = N/2, the latency of SSC decoding is O(N1-1/μ), which is sublinear in the block length. This recovers a result from our earlier work. Second, in a fully-serial implementation where P = 1, the latency of SSC decoding scales as O(N log2 log2 N). The multiplicative constant is also calculated: we show that the latency of SSC decoding when P = 1 is given by (2 + o(1))N log2 log2 N. Third, in a semi-parallel implementation, the smallest P that gives the same latency as that of the fully-parallel implementation is P = N1/μ. The tightness of our bound on SSC decoding latency and the applicability of the foregoing results is validated through extensive simulations.},
  author       = {Hashemi, Seyyed Ali and Mondelli, Marco and Fazeli, Arman and Vardy, Alexander and Cioffi, John and Goldsmith, Andrea},
  issn         = {1558-2248},
  journal      = {IEEE Transactions on Wireless Communications},
  number       = {6},
  pages        = {3909--3920},
  publisher    = {Institute of Electrical and Electronics Engineers},
  title        = {{Parallelism versus latency in simplified successive-cancellation decoding of polar codes}},
  doi          = {10.1109/TWC.2021.3125626},
  volume       = {21},
  year         = {2022},
}

@article{10413,
  abstract     = {Motivated by the recent introduction of the intrinsic semilattice entropy, we study generalized quasi-metric semilattices and their categories. We investigate the relationship between these objects and generalized semivaluations, extending Nakamura and Schellekens' approach. Finally, we use this correspondence to compare the intrinsic semilattice entropy and the semigroup entropy induced in particular situations, like sets, torsion abelian groups and vector spaces.},
  author       = {Dikranjan, Dikran and Giordano Bruno, Anna and Künzi, Hans Peter and Zava, Nicolò and Toller, Daniele},
  issn         = {0166-8641},
  journal      = {Topology and its Applications},
  publisher    = {Elsevier},
  title        = {{Generalized quasi-metric semilattices}},
  doi          = {10.1016/j.topol.2021.107916},
  volume       = {309},
  year         = {2022},
}

@article{10530,
  abstract     = {Cell dispersion from a confined area is fundamental in a number of biological processes,
including cancer metastasis. To date, a quantitative understanding of the interplay of single
cell motility, cell proliferation, and intercellular contacts remains elusive. In particular, the role
of E- and N-Cadherin junctions, central components of intercellular contacts, is still
controversial. Combining theoretical modeling with in vitro observations, we investigate the
collective spreading behavior of colonies of human cancer cells (T24). The spreading of these
colonies is driven by stochastic single-cell migration with frequent transient cell-cell contacts.
We find that inhibition of E- and N-Cadherin junctions decreases colony spreading and average
spreading velocities, without affecting the strength of correlations in spreading velocities of
neighboring cells. Based on a biophysical simulation model for cell migration, we show that the
behavioral changes upon disruption of these junctions can be explained by reduced repulsive
excluded volume interactions between cells. This suggests that in cancer cell migration,
cadherin-based intercellular contacts sharpen cell boundaries leading to repulsive rather than
cohesive interactions between cells, thereby promoting efficient cell spreading during collective
migration.
},
  author       = {Zisis, Themistoklis and Brückner, David and Brandstätter, Tom and Siow, Wei Xiong and d’Alessandro, Joseph and Vollmar, Angelika M. and Broedersz, Chase P. and Zahler, Stefan},
  issn         = {0006-3495},
  journal      = {Biophysical Journal},
  keywords     = {Biophysics},
  number       = {1},
  pages        = {P44--60},
  publisher    = {Elsevier},
  title        = {{Disentangling cadherin-mediated cell-cell interactions in collective cancer cell migration}},
  doi          = {10.1016/j.bpj.2021.12.006},
  volume       = {121},
  year         = {2022},
}

@article{10537,
  abstract     = {We consider the quantum many-body evolution of a homogeneous Fermi gas in three dimensions in the coupled semiclassical and mean-field scaling regime. We study a class of initial data describing collective particle–hole pair excitations on the Fermi ball. Using a rigorous version of approximate bosonization, we prove that the many-body evolution can be approximated in Fock space norm by a quasi-free bosonic evolution of the collective particle–hole excitations.},
  author       = {Benedikter, Niels P and Nam, Phan Thành and Porta, Marcello and Schlein, Benjamin and Seiringer, Robert},
  issn         = {1424-0637},
  journal      = {Annales Henri Poincaré},
  number       = {5},
  pages        = {1725--1764},
  publisher    = {Springer Nature},
  title        = {{Bosonization of fermionic many-body dynamics}},
  doi          = {10.1007/s00023-021-01136-y},
  volume       = {23},
  year         = {2022},
}

@article{10547,
  abstract     = {We establish global-in-time existence results for thermodynamically consistent reaction-(cross-)diffusion systems coupled to an equation describing heat transfer. Our main interest is to model species-dependent diffusivities,
while at the same time ensuring thermodynamic consistency. A key difficulty of the non-isothermal case lies in the intrinsic presence of cross-diffusion type phenomena like the Soret and the Dufour effect: due to the temperature/energy dependence of the thermodynamic equilibria, a nonvanishing temperature gradient may drive a concentration flux even in a situation with constant concentrations; likewise, a nonvanishing concentration gradient may drive a heat flux even in a case of spatially constant temperature. We use time discretisation and regularisation techniques and derive a priori estimates based on a suitable entropy and the associated entropy production. Renormalised solutions are used in cases where non-integrable diffusion fluxes or reaction terms appear.},
  author       = {Fischer, Julian L and Hopf, Katharina and Kniely, Michael and Mielke, Alexander},
  issn         = {0036-1410},
  journal      = {SIAM Journal on Mathematical Analysis},
  keywords     = {Energy-Reaction-Diffusion Systems, Cross Diffusion, Global-In-Time Existence of Weak/Renormalised Solutions, Entropy Method, Onsager System, Soret/Dufour Effect},
  number       = {1},
  pages        = {220--267},
  publisher    = {Society for Industrial and Applied Mathematics},
  title        = {{Global existence analysis of energy-reaction-diffusion systems}},
  doi          = {10.1137/20M1387237},
  volume       = {54},
  year         = {2022},
}

@article{10548,
  abstract     = {Consider a linear elliptic partial differential equation in divergence form with a random coefficient field. The solution operator displays fluctuations around its expectation. The recently developed pathwise theory of fluctuations in stochastic homogenization reduces the characterization of these fluctuations to those of the so-called standard homogenization commutator. In this contribution, we investigate the scaling limit of this key quantity: starting
from a Gaussian-like coefficient field with possibly strong correlations, we establish the convergence of the rescaled commutator to a fractional Gaussian field, depending on the decay of correlations of the coefficient field, and we
investigate the (non)degeneracy of the limit. This extends to general dimension $d\ge1$ previous results so far limited to dimension $d=1$, and to the continuum setting with strong correlations recent results in the discrete iid case.},
  author       = {Duerinckx, Mitia and Fischer, Julian L and Gloria, Antoine},
  issn         = {1050-5164},
  journal      = {Annals of applied probability},
  number       = {2},
  pages        = {1179--1209},
  publisher    = {Institute of Mathematical Statistics},
  title        = {{Scaling limit of the homogenization commutator for Gaussian coefficient  fields}},
  doi          = {10.1214/21-AAP1705},
  volume       = {32},
  year         = {2022},
}

@misc{17057,
  abstract     = {Martin Loose studied chemistry at the University of Heidelberg, Germany. He then joined Petra Schwille's group at the Max Planck Institute of Molecular Cell Biology and Genetics in Dresden, where he obtained his PhD degree in 2010 for work on self-organization and pattern formation in the bacterial Min protein system. He then moved to Tim Mitchison's lab at Harvard Medical School, Boston, USA for his postdoc, funded by Human Frontier Science Program (HSFP) and European Molecular Biology Organization (EMBO) long-term fellowships; there, he discovered that the bacterial cell division proteins FtsA and FtsZ self-organize into dynamic cytoskeletal patterns. Martin established his independent research group at the Institute of Science and Technology (IST) Austria in 2015, supported by an European Research Council (ERC) starting grant and HFSP Young Investigator Grant. His lab studies the self-organization of bacterial cell division and small GTPase networks.},
  author       = {Loose, Martin},
  booktitle    = {Journal of Cell Science},
  issn         = {1477-9137},
  number       = {2},
  publisher    = {The Company of Biologists},
  title        = {{Cell scientist to watch – Martin Loose}},
  doi          = {10.1242/jcs.259715},
  volume       = {135},
  year         = {2022},
}

@article{17058,
  abstract     = {We compare the Manin-type conjecture for Campana points recently formulated by Pieropan, Smeets, Tanimoto and Várilly-Alvarado with an alternative prediction of Browning and Van Valckenborgh in the special case of the orbifold (P1,D), where D=1/2[0]+1/2[1]+1/2[∞]. We find that the two predicted leading constants do not agree, and we discuss whether thin sets could explain this discrepancy. Motivated by this, we provide a counterexample to the Manin-type conjecture for Campana points, by considering orbifolds corresponding to squareful values of binary quadratic forms.},
  author       = {Shute, Alec L},
  issn         = {1730-6264},
  journal      = {Acta Arithmetica},
  number       = {4},
  pages        = {317--346},
  publisher    = {Institute of Mathematics},
  title        = {{On the leading constant in the Manin-type conjecture for Campana points}},
  doi          = {10.4064/aa210430-1-7},
  volume       = {204},
  year         = {2022},
}

@inproceedings{17059,
  abstract     = {The recent focus on the efficiency of deep neural networks (DNNs) has led to significant work on model compression approaches, of which weight pruning is one of the most popular. At the same time, there is rapidly-growing computational support for efficiently executing the unstructured-sparse models obtained via pruning. Yet, most existing pruning methods minimize just the number of remaining weights, i.e. the size of the model, rather than optimizing for inference time. We address this gap by introducing SPDY, a new compression method which automatically determines layer-wise sparsity targets achieving a desired inference speedup on a given system, while minimizing accuracy loss. SPDY is the composition of two new techniques. The first is an efficient and general dynamic programming algorithm for solving constrained layer-wise compression problems, given a set of layer-wise error scores. The second technique is a local search procedure for automatically determining such scores in an accurate and robust manner. Experiments across popular vision and language models show that SPDY guarantees speedups while recovering higher accuracy relative to existing strategies, both for one-shot and gradual pruning scenarios, and is compatible with most existing pruning approaches. We also extend our approach to the recently-proposed task of pruning with very little data, where we achieve the best known accuracy recovery when pruning to the GPU-supported 2:4 sparsity pattern.},
  author       = {Frantar, Elias and Alistarh, Dan-Adrian},
  booktitle    = {39th International Conference on Machine Learning},
  location     = {Baltimore, MD, United States},
  pages        = {6726--6743},
  publisher    = {ML Research Press},
  title        = {{SPDY: Accurate pruning with speedup guarantees}},
  volume       = {162},
  year         = {2022},
}

@inproceedings{17060,
  abstract     = {Payment channel networks (PCNs) are one of the most prominent solutions to the limited transaction throughput of blockchains. Nevertheless, PCNs suffer themselves from a throughput limitation due to the capital constraints of their channels. A similar dependence on high capital is also found in inter-bank payment settlements, where the so-called netting technique is used to mitigate liquidity demands.
In this work, we alleviate this limitation by introducing the notion of transaction aggregation: instead of executing transactions sequentially through a PCN, we enable senders to aggregate multiple transactions and execute them simultaneously to benefit from several amounts that may "cancel out". Two direct advantages of our proposal is the decrease in intermediary fees paid by senders as well as the obfuscation of the transaction data from the intermediaries.
We formulate the transaction aggregation as a computational problem, a generalization of the Bank Clearing Problem. We present a generic framework for the transaction aggregation execution, and thereafter we propose Wiser as an implementation of this framework in a specific hub-based setting. To overcome the NP-hardness of the transaction aggregation problem, in Wiser we propose a fixed-parameter linear algorithm for a special case of transaction aggregation as well as the Bank Clearing Problem. Wiser can also be seen as a modern variant of the Hawala money transfer system, as well as a decentralized implementation of the overseas remittance service of Wise.},
  author       = {Tiwari, Samarth and Yeo, Michelle X and Avarikioti, Zeta and Salem, Iosif and Pietrzak, Krzysztof Z and Schmid, Stefan},
  booktitle    = {Proceedings of the 4th ACM Conference on Advances in Financial Technologies},
  isbn         = {9781450398619},
  location     = {Cambridge, MA, United States},
  pages        = {217--231},
  publisher    = {Association for Computing Machinery},
  title        = {{Wiser: Increasing throughput in payment channel networks with transaction aggregation}},
  doi          = {10.1145/3558535.3559775},
  year         = {2022},
}

