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With the above settings, the solution {{formula:8f93faef-c1e4-49d7-a5ab-4295961696d0}} is given in terms of Gauss hypergeometric series as {{cite:7dceb6bea89239758cd6c070c8559c6c5ce5e9ba}} {{formula:117b2a1d-1ef0-48fd-87da-c7645e8079ed}}
m
be4550054f823e7cddfcd4a508e69a20
In this section, we first examine the potential reasons of improvement by comparing the learnt representations from baselines models (i.e., vanilla PLTMs and WhiteningBERT) and our proposed SoftDecay through quantitative evaluation results and the visualisation results (See in §REF . and §REF ). We then discuss a compa...
r
a422a351df29ad73ece125f21d5effca
Our method is not specific to human poses and can be applied to any pose. To demonstrate that our method generalizes, we apply it to the ApolloCar3D dataset {{cite:399114d81f9ac7ac8cb3fb414f19fb13f07e6f5b}}, where every car instance is annotated with up to 66 keypoints. Our method achieves an average precision (AP) of ...
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2febac504ece8043ee61d5f80cbdd04a
Next, we prove the equivalency of the Equations (REF ) and (REF ). To do this, we use the well-known integration by parts formula for operator-valued functions {{cite:59eefdeb418b48ab503ddb8d45755eca19145a88}}: {{formula:6ca279e7-c378-4fb0-873c-43dd0504f09f}}
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041ab77ea8d5d9b1d3420bd0874fc225
Therefore, the MC effect plays an important role to rebuild the structure, luminosity, and components of MCNDAFs. Moreover, although the NDAF is one of the popular central engine model of GRBs, only a small fraction of neutrinos can annihilate in the outside space of the disc to power GRBs and other following radiation...
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7a603a885bd2d80a7330f11b467eaf16
GPR assigns a prior probability to every possible function, where higher probabilities are given to functions that the algorithm considers to be more likely, for example, because they are smoother than other functions. For our implementation, we make use of the standard radial basis kernel (RBF) as detailed in {{cite:1...
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3714a99181dd795c5d11c68df0412be2
The size of the tiles should be smaller than the size of the vortex (depends on the coherence length {{formula:2de6e083-25d8-4b13-924a-67deb71bf850}} ), otherwise we cannot finely generate and control the pinning and moving of the vortices, which will lead to inevitable failure of the braiding operations described abo...
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35e119ed082203696ee3dbba7cc3ffa0
The minimum strongly connected spanning subgraph problem. is NP-complete{{cite:47dd77047d763635fee7e9d70a98f2cbb771be77}}. Note that a strongly biconnected graph has a strongly biconnected spanning subgraph with {{formula:4427431c-a6bc-427d-8985-56650d80e1c0}} edges if and only if it has a hamiltonian cycle. Therefore...
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7cd85454d92bce28a4b24740d151afbf
In order to bypass the complexity and the cost of numerical simulations, analytical models have been developed for creating complete GW templates, from the time the signal enters the detector's band, continuing with the binary black hole (BBH) collision and finishing with the ringdown. In those approximations, increasi...
i
6bfd56a97060a6867ea32894fce0af5b
Titan, the biggest moon of Saturn is one of the most complex moon of the Solar System, with dense atmosphere, hydrocarbon cycle, and water-ice crust. Titan has been targeted by two major space missions: Voyager I (1980) and Cassini-Huygens (2004-2017), and is still the subject of many studies. Lakes and seas of liquid ...
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d622ecee9210b3b1ca43e9e975862c96
Notation 5.1 We use the Bachmann-Landau notation (“Big O”, “Little O”, and “{{formula:d3208d91-af66-4e68-849a-448e2f3cd45d}} ”) to describe the asymptotic growth of functions defined on an infinite set of natural numbers; see e.g. {{cite:cccc3d3e534caac6b1662f4e3310e71293853dd9}}. We also denote by {{formula:d013765d-...
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b2b45a630675b97a0996c0a0d68fb5fd
Based on PointNet {{cite:120454990e01acb33e16c326251b84ef7ffebab2}}, PointNetVLAD {{cite:2ffab9ac82642ef9e6f763f51b1f37b5d1ebcada}} extracted features for all the input points, then introduced the NetVLAD module to generate a global descriptor. LPD-Net {{cite:23bd938abbe77edc88a20e40da5ea7250bc1236f}} further concatena...
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f743d182877c01c63c2875de697fd8d6
We do not here prove the existence of the effective field theory on AdS{{formula:2a9aa4af-d472-48af-a913-6dae243e7a53}} S{{formula:a5758b91-0a0e-4248-9c15-3c7a3100ba11}} , but justify it a posteriori by showing that it reproduces all known results for four-point correlators of single trace {{formula:680025e1-f4f0-4eaa-...
i
0eb9d86543c68014a971eab256cbb1fc
The outset is the high-precision CD-Bonn {{formula:caf92736-b1d6-4893-a9a4-13ee7e97225b}} potential {{cite:dfd24fc914b3347562c08bf4fa815101facbca30}}, whose repulsive high-momentum components are renormalized using the {{formula:9c707e5f-773f-4633-b1f8-82b3b6fb8800}}  procedure {{cite:36da3554507403a943d854fe1a9462cc5...
i
3f88c66d5f4249c1b787d18a48e7c890
Learning fair representations is a pre-processing technique that encodes the data while obfuscates the information about protected groups {{cite:1437a60b6cd912da533e49f693723ebb2a66abd5}}. The method acts like a clustering model, building prototypes based on the requirement that one element from a protected group to be...
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0cdea59aa7ad3190b36c688deec19585
For post data collection analysis we simulate collider effects using CheckMate {{cite:a9c024c1f23763268a4d4260a207c105cd889c5b}}. This software combines a number of subsidiary packages to simulate the events in a collider and exclude any given model to a 95% confidence level. We chose to use {{formula:b0a26dc9-c500-4e1...
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a0d390dd68e467643a9ea5c6c0899401
Permutations are often used as building blocks in combinatorial algorithms operating on more complex objects. This brings the need for being able to efficiently operate on permutations. One of the most fundamental operations is rearranging an array {{formula:cd6c4c81-c765-4392-ba28-13c27549a66d}} according to a permut...
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20007bcff62546c741397d17472bb535
The formalism of Weil's height machine yields a natural equivalence relation on height functions. If {{formula:1c2d5c54-f2f2-4498-945a-4131f7d9ca1b}} and {{formula:68efbf07-2f03-4b8e-85fe-2fe7bb2d9866}} are projective embeddings with {{formula:a2cebfb7-1400-451a-9ec3-03ed74fc47f6}} , then the ratio {{formula:3d1510cc...
i
7db184f8e5b2f7876279f5506cc17055
Fractional imputation has been proposed as a tool for frequentist imputation, as an alternative to multiple imputation. Multiple imputation using Rubin's formula can be biased when the model is uncongenial or the point estimator is not self-efficient {{cite:9d3f344f60d26c0cf517fe37612e8c321427cf67}}, {{cite:ef335331b66...
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8198631768c164f3ce77a4d34cc88511
Given the observation that using character n-gram was less useful for English than some other languages, it's not expected that the scores will follow a similar trend for all languages {{cite:5eeb8fed35c13c5b51fb6de740cb3131fcaa8e83}}. In addition, accuracy falls for morphologically complex languages, like German, maki...
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c78aa0fffad032ed058cddbe45f5799a
Additionally, by relying on tightness arguments for couplings (using for instance {{cite:f3fe9613c465ae70ba1501f49bf8432ddecfbfb5}}), one can prove that the mapping {{formula:0dc160c1-a67a-43c4-be97-0fd7aa454112}}
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Approaches like the SuMa++ {{cite:b409f447f572f3d076f3083420980bca3647b5a8}} have a semantic step, with point-wise labels provided by RangeNet++ {{cite:dc37123cc1d29940e1143f8e6e6539393e86f9dc}}, to filter out the pixels of dynamic objects and add semantic constraints to the scan registration. In doing so, it outperfor...
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91dd5ca1d4a438896d24a5487b20d988
The results on PASCAL-{{formula:1e7f621a-9067-4022-83a4-4bdf26f4cc93}} for 1-shot/5-shot case with ResNet-50/ResNet-101 are shown in Table REF . Overall, our method achieves a new state-of-the-art performance for all cases, with significant improvements over other compared methods. Specifically, our method surpasses t...
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b2c61c7659a35a8bafa3bc9ceb683c46
A critical issue in this case is the movement of {{formula:31268b66-3069-4479-a4db-fddc300c0d9c}} in time due to the ship speed, which results in a mismatch between {{formula:2b26b475-fdc2-4b17-8a41-59c1cabacdc7}} and the computational region {{formula:88e095af-17e8-4e1a-9a99-84ad9f8e7f4e}} at each {{formula:5bae618...
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be44997f494084c641ca935b898f2c3f
However, the performance most of these novel methods are not investigated in this paper. In this article, we present a practical comparison between existing and widely used commercial and open-source applications. Those tools are preferred, which used to solve electromagnetic problems and have a user-friendly interface...
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cad64704c537db0678b11ab8cd3187bd
This subsection validates whether our proposed frequency opeartions are robust to different loss functions. Three different loss functions (vanilla GAN {{cite:b326d24f1084a300cc6b82024b49c26283d5890a}}, LSGAN {{cite:a08c4dd5ce58717dd8f89fe13820858a34f601f6}}, hinge GAN {{cite:2d4fb32e27a10e46d6e7c184857f9afb36eea61a}})...
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f1e8827447f601b87873c3ae63143f52
CO-SNE can be used to visualize hyperbolic datapoints in a two-dimensional hyperbolic space while maintaining the local similarities and hierarchical structure. CO-SNE still suffers from the same weaknesses as t-SNE. In particular, as a general method for dimensionality reduction, the curse of intrinsic dimensionality ...
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3fb9ecc522bab0e3dd3aa0724e28037b
The proposed model builds on the work of {{cite:876bbd744aa6a3e6a019bd3d3ef6db7a52d7140a}} and {{cite:7b6369a42627357111e4fc58b0798f6aaaaea349}}. We modify their Transformer model by restricting specific attentions. Similar to {{cite:876bbd744aa6a3e6a019bd3d3ef6db7a52d7140a}}, each problem instance {{formula:b13f0995-f...
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e54cb2128f2604f497178ed984ec02d1
Year 2022 marks the 110th birth anniversary of Oleksandr (a.k.a. A.S.) Davydov, an outstanding physicist, known for his seminal contributions in the fields of solid state theory, nuclear physics and biophysics, for many years he served as a director of the Bogolyubov Institute for Theoretical Physics in Kyiv. The autho...
i
bd8a394a2cf2b30a14596d0728826481
ATL: We use the official implementationhttps://github.com/zhangks98/eeg-adapt of ATL {{cite:4cc7a8b580109bc252e263cdcd7d018f942e568c}}. The method employs the Deep4Net {{cite:dc2570bcccbf41fc4de69a0d7323ca8eb131238f}} model architecture, as defined in braindecodehttps://github.com/braindecode/braindecode toolbox. We pe...
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484c054ada2c1524e092ff57b048b393
Prior to some of these deep network architectures, efforts to reduce the computational cost often attempted to solve a reduced form of the equations of interest. Approaches like the Proper Orthogonal Decomposition (POD) {{cite:a9d5ad8b6544fe52074c678f9d95f8c90dc0cb99}}, {{cite:145ed842d1a65d3c305ad1bdce9723f70711ed6f}}...
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01804595cc1fcab8243eba4bfd460e0e
Let us first introduce the definition of DGDP for distributed learning. In privacy literature, differential privacy (DP), first proposed in {{cite:1cd5991ec4eb78c5a00f6fe3d9dbea8a6f70d3cc}}, has been the most widely adopted definition of privacy tailored to statistical data analysis. Note that the {{formula:fad0d277-da...
i
79babec8fb9bc9c336ecbdad3343c60b
There are a range of other more complex approaches that could be applied to a problem of this structure: the identification of missing links between two distinct sets of documents that may be matched using similarity of content and a relatively sparse bipartite graph connecting the two sets of documents. These might in...
m
090bd953d1d83c78cbf964838ac70432
We can also attempt a quantitative model comparison analysis via the Bayes information criterion {{cite:c5211c57d1e1a39c3ecdd34073924cfe7cc10577}}, {{cite:a6fee88b9dcfaac3b9ae75fcd2ad658bb60c8145}}, which is defined as BIC{{formula:c42b1564-81d3-463d-96e7-3d14900ee9b6}} in terms of the maximum likelihood estimate {{fo...
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5d9bf47f1a07f4a9a94108938b2106f6
In what follows we study the frequency dependent velocity of dipolar particles (type-I) at different electric fields. A comparison of frequency dependent velocity profiles at three fields, with a stepwise increase (0.15 V/{{formula:06316e7a-fcd0-4b64-87b9-0ecbce446284}} m) from 1.56 to 1.85 V/{{formula:cb63e14c-aba5-49...
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d7d62fb0a0b16358aa6ca0d50cd8e84d
As we know, the well-known von Neumann trace inequality {{cite:b7f79558488b4da6e07dd8046ad052c7e8559a6b}} (see also {{cite:02cb37fc8a2bad6fdde2cf06347d96b1b69e7279}}), which bounds the inner product of two matrices via the inner product of their singular vectors, is the key inequality for the analysis of spectral funct...
i
351495bc4e21961ebd7e9aeb23ff4bad
The first theory we studied is the 2d Einstein-Hilbert gravity. This theory is purely topological and we found that it can be realized in the standard wedge holography setup, where we have two rigid Karch-Randall branes, as the two dimensional effective description of the bulk Einstein's gravity. Moreover, using the th...
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bc4e077aac8aa4a6ec39466bc291ed36
We are interested in assessing the performance of different neuron models within the context of a Spiking Convolutional Neural Network (SCNN) trained with STDP. Since many factors could determine the outcome of the training, we begin by designing a simple experiment which involves the minor number of structural element...
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89bb089356ba75ddda7b9a22320c65fe
In this work, we will use the latest CMB, BAO, SN, and {{formula:73591808-f775-48ed-bd6d-cc114890ad71}} data to search for sterile neutrinos. Since the influence of dark energy is important in this issue, we will not only assume a {{formula:f3bda755-25f0-41c9-a74c-60eb3ac9d963}} cold dark matter ({{formula:13568cdd-3...
i
491abc0ca7f40777a9bc8b08ed25aa71
We used four methods to adjust for differences between the students in the two versions in order to estimate the causal ATE of dropping in-person lectures. These were multiple linear regression (MLR), stabilized inverse propensity weight (IPW) {{cite:94e9612f27ad94b009d8998da4e3d188d7316c0e}}, {{cite:809b75cf288b3c3224...
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22288bf16e1a5f4ba042caa350a204af
We compare the proposed HF-OMP based hybrid-field channel estimation scheme with the existing far-field OMP based scheme {{cite:d5ef55e50868c775cdd9528c8662f2e3755b9169}} and the near-field OMP based scheme {{cite:290bd451503f4d9205880f3ff22349ee99b4cd8e}}. It is noted that since the transform matrices are generated on...
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f824b2d887400e5318463df96aeeb08b
Optimization-based online methods achieve satisfactory results, but there are still some limitations. One major drawback is the slow computational speed and high cost because of the online iterative optimization. To address this issue, several works introduce a feed-forward network to mimic the optimization objective o...
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271ab51e42dfcf04baa6145a54939d35
It is not straight forward to compare this performance with ANI. When the ANI-1 network was trained on a subset of the ANI-1 dataset, it achieved an energy test RMSE of 1.45 kcal/mol on a disjoint subset of the ANI-1 dataset.{{cite:e3e4521dc81addfa4e3089b77bf886b89e271e05}} Unfortunately, no test RMSE for forces and en...
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ee9b746e1fff4607a4d6b7dab9618cb6
The direction from left to right follows already from {{cite:11d951172428e6e39d3e48d7adb4fff7cd5cca7c}}, see also {{cite:171a4cd485977d8011f9c117a11835f87e876c9b}}. On a high level, it uses the speedup result of {{cite:a47c7b000480e9f0c1e4ff74e0cdac7f39256c05}} that implies that every LCL of complexity {{formula:5fdf27...
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b707622abf49fbc26f7704056d3e6334
We render 10,030 depth images from random view points ensuring that a minimum number of objects is visible — avoiding camera looking at only walls or floor — and perturb the depth values according to Section REF to generate depth maps qualitatively similar to NYUv2. Comparison of different proportions of objects in th...
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f694c7332e0fbfdca02a04a0d5b3434b
We run ELLIPSDF (fine) and ELLIPSDF (coarse+fine) on 150 validation sequences on ScanNet {{cite:02ce1c761423ce335aff4bd879c9d162a14e776f}}, where ELLIPSDF (fine) means only the fine level SDF residual is used by setting {{formula:30d26246-49c9-4da2-81ca-4ccec52614b6}} in (REF ), and ELLIPSDF (coarse+fine) means the bi...
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566c6927aa3966d1c324c4cce4f0a4b6
See Table 3 in {{cite:6edcd4becdf593f35eac2d9abe7f4a7a5e69be7f}} for a detailed description of all parameters. 1Reference epoch = 2458868.217394 2Time of conjunction is commonly reported as the "transit time." 3Time of minimum projected separation is a more correct "transit time." 4{{formula:32f50814-bd2d-4e10-9799-d5...
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dbc0f5ce259d5d86a6e90fbdf3fdecd2
In order to directly apply some existing theoretical results from the stochastic optimization literature, we assume that the data has a discrete support. This is so that the number of parameters is finite and does not depend on the sample size. We demonstrate by simulation in Section that desirable properties such as ...
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cfb771d0464c677423b25a41b228e102
Assumption 1 (Restricted Isometry Property (RIP) {{cite:b58e25d3c3f146ba76dfad6e72ce7282459c044f}}) Denote the {{formula:04e8c1cb-43c3-40a4-94a0-e7851754250a}} -th restricted isometry constant as {{formula:9e52d072-f701-4f4e-a2bc-472362a2d3ca}} and assume {{formula:363cb9b5-2ee0-4aba-a7dc-ee014894b080}} for {{formu...
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b63e09b9088a884af5dccfe3c4b8e340
An interesting recent study {{cite:db59245ef4075c0e9c4c5137e3dc2ce47e6d8123}} investigated the effect of disorder (nonmagnetic impurities) on magnonic transport in low-dimensional magnetic materials in the frame of a classical spin (Heisenberg-type) model. Evers et al. {{cite:db59245ef4075c0e9c4c5137e3dc2ce47e6d8123}} ...
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6b572e6dae018e03d2167c3e02f608c7
Our second example involves a family of generalised 3-state quasi-cycles (see Figure REF ). Quasi-cycles are for example of interest in thermodynamics—certain quasi-cycles are valid thermal operations in that they preserve the Gibb's thermal state, but interestingly without respecting detailed balance {{cite:70eb7ae170...
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What makes the MIP dataset unique is the availability of information on material depiction. To our knowledge, no datasets exist that provide annotations on material depictions in paintings, however a few datasets exists that provide material information for natural images. A notable example is OpenSurfaces {{cite:9e16f...
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c0ae6bc60d0ddb226512236e37a66e01
In Section 6 of {{cite:4d1b1381cc3f9ab658d8d0fe4b945ceb8ddce6d8}}, the authors mention their first example of quantum isomorphic graphs can be constructed using both their method as well as a version of the Cai, Fürer and Immerman construction. The Cai, Fürer and Immerman construction is designed to produce non-isomorp...
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ebb567d86c36874c10352b4b9eef7cb4
A family of scalar single-trace operators to be studied is {{cite:b715e87273ac2878756bbef35a106856e5b8e191}} {{formula:fa1ba64a-7211-4493-8c01-746cfb9b4818}}
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51e1aad178c40c252c4b3a50038cf7d3
{{cite:840c49cfabee540c8ab2ec8e3177a734d94b7c2b}} also provide a corresponding worst-case guarantee of the form {{formula:e63015f5-b03c-4e0a-894f-4a581f05e78c}} for when {{formula:ec0deb8a-98e9-45d4-a638-23c55d726bd2}} , which ensures convergence in function value accuracy with a constant step-size rule {{formula:b098...
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f88fcb1ffc256821e91b778b4dc290b0
Other dG formulations might be used {{cite:0e61ecece487ac3cfa5b00875e264e6096cdf478}}, {{cite:69f426c600bef29269c0d4f560e113bd28107740}}; yet, we stick to (REF ) as it is the most similar to that of {{cite:cbfd2a4534bdc03ec23daa90e19495bace27ea40}}.
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6a9bab7813d4105e8f7a8d60d32b9ab4
A Dynamic Linear Model {{cite:29f965f281210a4d30b071cbd6ece2a6bdea147d}} is proposed for the estimation of the {{formula:179bfb55-9633-411e-add0-05b0d7b485e3}} 's. Namely, {{formula:b4b6c654-b30b-4dde-a5de-d3f16a8e928e}}
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8b0b98269b9446da91aa0cc12452ee95
The well studied oblivious JL-embedding {{cite:b046cec025944d589df40e8d80aa2064d4f2df9c}}, is a special case of def::1 with {{formula:6f65687d-4bf8-41a2-b7f9-5c471ccddd1a}} . In particular, we have the following result.
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d7fd8556662d33e9fcdc29e95366c849
The limits of sampling. The logit adjustment baseline significantly outperforms the cross-entropy on tail classes — in keeping with {{cite:1d49e405c322483ef54b9f5824aeade9fefe925b}} — but also slightly improves over the “tail” sampling proposal which seeks to approximate it. This indicates the variance introduced by wo...
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6f4ea7e4c87f2e6bf22ef45ce53f8824
Broader impact. This work mainly focuses on semantic segmentation and its widely adopted momentum teacher-based self-training framework. However, our approach is a general framework that could be applied to other tasks such as image recognition {{cite:bcd7c1e2b41690569ac06a4686b3bea574ae401a}}, object detection {{cite:...
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3ceba658c59eaf4d0e8d8fd8540b2afb
In addition to the solar coronal heating {{cite:e64a1d6f5ca07456570ec4ea0f0a6c4816d0e0cb}}, {{cite:d124f6b020a5860fd4258f8181cda09ae422eec4}}, the omnipresence of plasmoids associated with magnetic reconnection, identified in this study, also has broad implications and consequences on particle acceleration in the solar...
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The analysis strategy employed above, though applied there only to the dispersive determination of {{formula:80c094d0-6132-471b-9f8c-9ba3fa66944f}} , is readily adapted to determinations of other quantities of interest also having a dispersive representation. One well-known example is the standard intermediate window q...
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809ecc0c6102490595ca516e73131a9f
where the angle-bracket represents the average over all the particles in each event and over all the events, {{formula:48e876fa-256f-41cc-9526-f78782b0c2fe}} is the azimuthal angle of the {{formula:a0ac3fdb-639c-444e-8e53-f77b199d9c83}} particle in an event and {{formula:32ecfb7b-a74d-4d3c-894a-5c4cb05524ca}} is the...
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Notice that running any {{formula:cf4a2441-1878-4edc-9cf4-dc9c988488ea}} independent policies (ITL) with the linear contextual bandit setting defined in Section REF under Assumptions REF , REF would yield a regret bound of order {{formula:6b6c9b38-7ff8-489d-802a-6a371f387b2c}} . This can be shown considering the low...
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Table  REF shows the comparison of OneShotA2V with the RSDGAN and Speech2Vid {{cite:00f392f2b7c4e463cdc4f64e299fe6288880a92b}} models against the metrics such as word error rate (WER) to see the lip synchronizing performance of the generated videos. For this, we have used the pre-trained LipNet model whose accuracy is...
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26b478a6402cbaa8308c27e89a68c8f3
We provide a heuristic argument in the following, for complete theory, please refer to {{cite:100b00ed25da040b6e5bef2813d650913400de78}}. As {{formula:fa33f9d7-930c-45af-a2dd-48b594ac3944}} , the implicit Euler's method used in relaxation step collapses to {{formula:19463222-dafc-40b9-9c37-65f578806d32}}
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f7b29a56a22a971d59a3e4ef49bd15dd
Here {{formula:e100fbf0-7d27-4d6a-82e9-8a23ad95fb86}} are the kinematic viscosities and the densities of the two fluids in the bulk, respectively. Also, {{formula:75d97af5-15ca-497d-8b0d-b42d4491f05d}} is the {{formula:4dc25c13-8f10-442c-a7bd-828a8e7ded52}} equilibrium discrete probability distribution function for ...
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8371f1cfd2dc31969f2fe42dd9f7d012
Comparison with non-NeRF methods. Figure REF shows that MonoNHR produces much better qualitative results than PIFu {{cite:5f2a09c0a52b4e1b3fbcea155bac3c872cd6d9a1}} and PaMIR {{cite:8d6e65585ff900c2b98e713b125ba722dea078e3}} on ZJU-Mocap. Note that it is difficult to measure their PSNR/SSIM due to the pixel-level misa...
m
6d6daa2355872c99ec7a8e3e933e6e97
DP Smooth Non-convex Centralized ERM and SO ({{formula:2cdca705-7306-4f1a-88a8-b331811c7d48}} ): In the centralized setting with a single client, several works {{cite:1fe58c7e4285df0fe1f90966353c21f0306b1f64}}, {{cite:e10c91d79efe41cd870fc0a2a5f3ddfa5c61704d}}, {{cite:2d0c06ebc5d56e689ad47744a1b8335db14c0ca9}} have con...
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XGBoost {{cite:1b192a686d3ba8f4920b3a2e73d678dd038a6885}}: XGBoost is a gradient boosting framework that uses tree-based learning algorithms. It has been widely-used in industrial ranking systems. In the experiments, only relative metric improvements over XGBoost instead of absolute values are presented, due to the co...
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784ae00b85dea87cc95ee1b36390d879
On the algorithm aspect, there have been many developments for SELD, inside and outside the DCASE Challenges, in the areas of data augmentation, feature engineering, model architectures, and output formats. In 2015, an early monophonic SELD work by Hirvonen {{cite:40b58dd3a8b276c8a4ef4b96ed299000356d753f}} formulated S...
i
ea524a1ec7e5da93b982976e709ed634
In this paper, we have presented an integration of the BRL tactile fingertip (TacTip) and the anthropomorphic Pisa/IIT SoftHand that is able to finely control its hand closure using tactile feedback. Two measures from the tactile images gave suitable feedback signals for controlling hand closure: (i) a structural simil...
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dea80c694e43fff8059419b2b79828ec
There are also strong constraints on low-mass {{formula:17864481-8b19-4513-903d-fc990591e3a2}} from astrophysics and cosmology. The most relevant one comes from the supernova event SN1987A. Studies on SN1987A energy loss criteria have put restrictive constraints on weakly coupled {{formula:04539b1b-c107-4e06-a5f6-d8a2...
r
f294096cb1920fd454b294cb99f271c0
where {{formula:e2e4c225-039d-4587-9e09-00eb20fa8ced}} is an all-one vector; in Laplacian eigenmap {{cite:f970e872d988370dbc2ed15cbb8db6146c83a180}}, the eigendecomposition is applied to the kernelized graph Lapalcian matrix {{formula:5cd835a7-9078-4601-b0ce-d8f20766f98c}}
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b10a083ae7676d3ed297a695285039ad
The following construction handles nonunique weights. Let {{formula:2159b767-1c34-4933-8422-0faac4ff7e8b}} be a sequence of edges of {{formula:73b4c45b-0c1d-4175-a931-2c0de58ce73d}} . {{formula:c113efae-301f-4c50-b64b-e0ae75ce0e58}} is consistent with {{formula:b9339de4-670c-46fa-9f50-dff3c064d080}} if {{formula:94c...
r
16d6aa7743a792a603e6656a3ca7af1b
We illustrate the variation of the ratio, {{formula:a5b05606-4c7e-463e-ac5f-395ea7a64cb1}} , by taking into account the uncertainties in the decay constants {{formula:c8894d91-6eb2-4533-b295-8175393edd4f}} and {{formula:cb8625ba-15b5-49b8-94c9-9541d71ff4ac}} as well as those in the decay rates, {{formula:435bd939-26c...
r
508bb6f2cf32ec367e1fd44b21067811
In this paper we have pointed out that if the probability distribution of a non-equilibrium system obeys a large deviation then this can be combined with methods to efficiently compute marginals of Gibbs distributions developed in disordered systems theory {{cite:c4a4aefb7e36e41b84cb6a9d27527f552917b68e}} together enta...
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52f76eb36e8d823f2a0cdec92e1bae5a
In this paper, we take the view that to obtain the standard Page curve, we must focus on fine-grained entropy of semiclassical Hawking radiation in a weakly gravitating regime, and not the fine-grained entropy of the full microscopic degrees of freedom. We postulate that this can be done by fixing the boundary of the r...
i
0b0b2b5fedb8147a239d77d4caa9202b
In interesting aspect pointed out by {{cite:cf8d59847d044c8b03bbc80b2cbb2d8714e5e04c}} is that, at least on solar-like stars, there are not only active latitudes but also active longitudes. Such a clustering of active regions leads to an enhancement of the photometric variability compared to random distribution of acti...
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b6555aecefc513e980e8f4f447ed5941
Each subsystem in DeFeat-Net follows a U-Net structure with a ResNet18 encoder pretrained on ImageNet, followed by a 7 layer convolutional decoder similar to {{cite:24e754eade3d52df8246a3e880a7b67e2476d5ea}}. The code and pre-trained models will be available at https://github.com/jspenmar/DeFeat-Net. In all our experim...
r
e25305e05235125f39fc98585f15cb70
Testing the gravitational law in the quantum era now becomes a blooming field, where many proposals were raised in recently years {{cite:13cc3d2891a1353f5f62f0519d7eb2c00c45f1bd}}, {{cite:00c3327bb34b2c824d2279fac68a8f2fbdf9a7c6}}, {{cite:c79ec2c7746427c6041cc2338aeb9e7cd71edbf6}}, {{cite:4711d9040496934e100b1660bb077b...
d
c312d504044a65063ece8cd4707688db
One can also use the Maximum Logit (ML) as an uncertainty criterion and the entropy of the posterior predictive distribution as an uncertainty criterion, which is defined by {{formula:d9d33034-4ae1-4b78-8965-56141c7d93d0}} with {{formula:8c718d70-da6a-4dcc-925f-b62432700b33}} being the entropy function. Another metri...
d
af3189f91b311bef354df7fae152100b
A major caveat of variational quantum algorithms is barren plateaus {{cite:1840e40c2ae78dd93283f5ebfbb2baa70c562608}}, where the gradients information is exponentially vanished in terms of the qubit counts and circuit depth. Different from other algorithms, the study {{cite:cfcaee91b5cd2024439561fb2638ae3323f3336b}} ha...
d
de586ef72e197ad8155a45f9095b0572
In recent years, unprecedented growth of mobile data traffic is witnessed due to the rapid proliferation of various wireless communication technologies, applications, and services. In general, 5G standardization goals are defined based on enhanced mobile broadband, ultra-reliable and low latency communications and mass...
i
311fb0743a60370dca32a275a82a93e8
In recent years, approaches that directly compress FL model parameters are starting to emerge {{cite:99eadb3a04236cefde2a03a3f76ca6fe7efb2ad4}}, {{cite:c492406fc15b2306ad87a997db4efe4ada55a17c}}. This is more challenging compared to gradients compression as more training information is lost in the process. Nevertheless...
m
c87e4e8026446d21a0d16ba56cc25821
Proposition 2.1 (Scaling limit of the supremum; {{cite:45577ea2fc9c895e9818cd17acdfdf9e51665353}}) As {{formula:bb6a4bba-f4ba-47bf-82aa-c8e2ac58284d}} , {{formula:c3f80a55-acef-41a9-be89-3333123804a3}}
r
cbe7328009aed6e8d4359a236557bd52
Last but not least, since the topological entanglement entropy is defined as the finite part of the entanglement {{cite:efddcded18499b37013ffa78bbc8c9c9802491c9}}, {{cite:30b1fe8aec94dad84aaf5f50273d537dc8ec1e06}} which could be the measure of the topological order, {{formula:571aed5c-c704-493b-a054-fe219153fb70}} sho...
d
ffaa69a9c15a8ceaf785e16a824be22a
We sample from these prior distributions and evaluate the likelihood in a Bayesian framework using a No U-Turn Sampler {{cite:558ca23c0361fa02d23b87fc4c706c49ed031f22}} implemented using NumPyro and Jax {{cite:b7ccffa2c19ffdf027d4b8caecef1ff37fd51cf1}}, {{cite:69ec518edc70da3d3f260f2c76e509fe0f55cc3f}}, {{cite:efc26ddb...
r
96256258d3825ea7415df15b07bb558b
Face is an easy-to-extract biometric trait with high potential in practical application. Among others, it has shown excellent capabilities in security applications such as intelligent surveillance, user authentication applications such as traveler verification at border crossing points and diverse other mobile and soci...
i
255321b795e8f1c55312d2c3b890e324
We have demonstrated that the basin boundaries in systems exhibiting doubly transient chaos are generically true fractals, with both Cantor set structure and the Wada property observed at arbitrarily small length scales. It is instructive to compare this with the most previously studied forms of transient chaos (i.e., ...
d
80f063520e356f74dd3c5d61fed712cc
Evaluated methods. As the 3D scene stylization task is a relatively new problem, we evaluate our method against alternative approaches built upon the state-of-the-art novel view synthesis NeRF++ {{cite:00d121f5ef40b7af88bfb9affd5748403be8a52b}}, SVS {{cite:70c082dbe182fe2ff48ac39b3f9a845f8a3d02d0}}, and image/video sty...
r
1bbfc22046568192391f70b185a7fb99
with {{formula:4321739d-fa49-4393-84b3-79a3b1e6eb68}} and {{formula:893fe737-9a85-41ea-a401-c8be9733cd6a}} ({{cite:2be94424e209cbdc71a5e2f8f68db03494debb2c}}), and have an explicit formula {{formula:4871e206-ace9-4831-9a0c-894d6c97dfec}}
r
c8f37e079ef21bd15e5d4946e5f1eedd
Another popular class of null models popular in the network science literature are defined by constraining various microscopic properties of a network. The microcanonical ensemble imposes hard constraints on mesoscopic network properties {{cite:831194c9a3f5dfb5d319f027da016b914adb359e}}. A well-known model that falls i...
r
311e3c4a023f59b6c268d3bd331131b0
Remark 2.3 Let {{formula:7d486ff5-5243-44f9-9b95-e909445895ea}} be finitely generated {{formula:49bd4752-9f6e-4c1d-acb0-e5f4267360a9}} -modules and {{formula:a48047df-2c99-4b7f-a871-9bd52b74c0df}} an ideal of {{formula:d7194228-6fe0-4510-a534-a1cf65c2ecb1}} . If {{formula:31e4e764-fcd2-416d-9c10-a95690a0e75e}} , then...
r
fae4d20bfb72fd629f19b6892b247f9f
Visual Image Classification. In Table REF , we compare our method to the static convolution {{cite:e0cfeb7cd56932a65887a3db654784d311ca9c0c}}, CondConv {{cite:3e0428b00b36a1b786369ad2f0e3025210370ccb}} and vanilla fully Dynamic Convolution {{cite:c2391bd4352eed02e2b7142a42d9fd367995d80d}} on ImageNet {{cite:74bad783625...
r
4e5c27ec2f78983e0a27216ada7f209c
The performance of the proposed methods was evaluated in comparison with classic FBP method, TV method, KSVD {{cite:eeb5fc80561b0d0de5598c2e94284da83031cf3e}}, BM3D {{cite:f19e8a5c058189dc5c28d8fa6b34c67ddc265f35}}, FBPConvNet {{cite:c289fd3e79336bd2d3de80310ce1b588b87ef419}}, MoDL {{cite:4adc7c3ebe9eb7464f17f49665a873...
m
fa6e54912483c0985c5404ffa44603fd
Comparison with Yu et al. In {{cite:eb7c734b3a3c68877830f22d43aa9df8ddfedca7}}, Yu et al. use multiple dilated convolutional layers with different dilation rates to extract features at different scales. ADC adopts a similar idea, but implements it in a simple yet efficient way. Firstly, ADC consists of only one convolu...
d
9140ed12a18f37ed86f47df1533f316c
We showed in Theorem REF and Theorem REF that FNOs (resp. {{formula:89412f5e-7fa1-46e8-beba-c616035623dc}} -FNOs) are universal i.e., they can approximate any continuous operator to desired accuracy. Our proof relies heavily on the ability of FNOs to approximate the Fourier transform and its inverse, together with t...
d
a45cf472a09bcac5a1b931245e4d9257
These three geometries correspond to a DFT embedding with {{formula:ff6c25b5-0146-4ca5-9470-ff891d7cf930}} , so it is natural to ask how they are related to each other. Relation between Carrollian and TNC geometries was already proposed in {{cite:6ab88dcb0219735878a87f0b6215ffa8175147c5}}, {{cite:75543156997e05091be0b2...
d
8c6695b048e3238d6d83693890352c46
We compare the proposed approach with one classical method ({{formula:0c9a8e87-2329-46b0-9a7b-592e8b75f4cf}} -means {{cite:9eb60ffafb4ecb9b7b88f69189a5be8663872d2b}}) and four state-of-the-art methods (i.e., KCL {{cite:6ab83a401ea9f3a38e9d63a6f6a1917b86609c60}}, MCL {{cite:ade4abb4b31e2ef216fdd73b270c41e72fc95c8e}}, DT...
m
41bdd45bfd289da0255dacd2efc9d1d9