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Accuracy-throughput Trade-off: blackTable REF compares the accuracy-throughput trade-offs of the competing methods. As shown, at FPS around 130, Ours-BN-R18 ({{formula:5154a818-45d7-41b6-82ef-ef5207ff7b18}} ) outperforms BiSeNet-R18 with input size 0.5 by 2.3% mIoU. Likewise, Ours-SN-R18 ({{formula:56044f65-49a2-460e-...
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184ae408fe87192cc29e751cbb032579
Efficacy of IIR-SNN with shallow networks. As mentioned in section 4, gradual training is required due to spike vanishing at later layers for deep SNNs if direct transition from T5 to T1 is attempted. However, for shallow networks, if there is some propagation of spikes till the end, training with T1 following direct ...
r
0741c948c4f306492d17b787170d3074
A fixed point is multiple if and only if it is rationally indifferent with multiplier equal to 1(See Page 142, {{cite:1f71ab73bb27f03cd0a3e323223ad37a235c79a0}}). This fact is used in the following proof.
m
913e2ce8064665359c402a10b62af177
We also train our model on recently proposed Spaces {{cite:4a56be2a819c55c33c67f06e89dab465dbf876b1}} dataset. The dataset captures light field images of 100 different scenes using array of 16 cameras. We use 90 scenes for training and 10 for testing. We randomly sample 4 pairs of images from camera array as inputs and...
r
d0adaaeca6969197a7d319b6281edcb8
To this end, we propose a Pose-guided Coarse-to-Fine framework, named PCF, for part-level action parsing. We first adopt the existing action recognition methods, e.g., CSN {{cite:4cef9bfe844b448678e64c029429f61c0696e6ab}}, to predict the coarse action of the whole video, since it is the State-of-The-Art (SoTA) CNN-base...
i
35b7b186d5d96404bbfd6ca9be4eaf8b
In 2001, the NAGARA event {{cite:9e0dda49f4d379c5f53ee6444c244dee2834dff8}} from the KEK E373 emulsion experiment undoubtedly provided the first evidence of the light double-{{formula:987ca154-d612-494c-a499-70f9f089f6b9}} hypernuclei {{formula:bd1672e3-e1a7-4306-a495-0c5f34aa7039}} He, demonstrating that the {{formul...
i
4afdcab7a4ab62320465b425e1c1338b
As mentioned above, all the complete analytical expressions have been obtained in {{cite:bb079a4cb070b3bb2b1e822ca9e5d8b4e704b3c0}}. Here we will only show the approximated expressions and we will restrict ourselves to the phenomenological implications of the observables computed.
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7dda34a22b7fe29685aaf47880e0a1f5
Over the past decade, a number of optimization-based methods for point cloud upsampling/resampling have been proposed. For example, Alexa et al. {{cite:f3eef49f4f7d9d5032d1aed4a504330e44d56c32}} upsampled points by referring the Voronoi diagram, which requires the surface smoothness assumption and computes on the movin...
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To address these shortcomings, we focus on finding ways of making networks fail using natural, interpretable features. Several prior approaches have been used for this, each with drawbacks. One is to analyze examples in a test set that a DNN mishandles (e.g. {{cite:cd143bd832362decc48a7468c8513bf0e4f77621}}, {{cite:f5c...
i
fcda9891c92d2c1de319c97a82fd810c
We train a (pre-trained) ResNet-50 {{cite:ae15f5451d22cf3a767aed405392ce78d3e1e8a3}} model on the emphysema labels of the ChestXray14 dataset {{cite:be0cf0bdc88058eef629f3961f9c8dd0becd070b}}. Our dataset consists of 38,353 training (854 positive), 4,625 validation (88 positive) and 21,176 test (436 positive) samples. ...
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1d16d48358156b174b906e2357f7b79a
The term {{formula:1b3cca38-380f-409b-a732-77efe7b72079}} is an external current which determines intrinsic firing rate of uncoupled neurons {{cite:b28d44658ac1cf57eb31330adb40fb3c0edb3bb6}}, {{cite:d3ca7cbf7ad41cc650bb828ac3fe78f9c8721f6a}}. The values of {{formula:fd0068ef-3d82-4612-a718-674b373c89d1}} are chosen r...
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90a57ce61d47996b6b7c25505db483cb
Thus, in view of these results, we consider that the expected fate of the turbulent clump is really affected by the wind-clump interaction, as compared with the purely gravity driven collapse, despite that it seems to be the dominant physics in determining the time evolution of the clump. This behavior appears to be th...
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6f76c39819636dbbab233e7710589c02
We run simulations for the 40 innermost stars for which their orbital parameters are known, using the data of {{cite:7de3909ea806df804571228335d9e03c09d9b698}}, {{cite:db3ead6d597714ba65e32c1979bf3fd41e7c318f}} as initial conditions. We carry out our simulations by means of ARGdfcode ({{cite:40617497d1cca315d056037b06b...
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The second stage is depth regression. We use a stacked hourglass network {{cite:d3d4f2e2dd215b020b928e8e14396087130d6e3c}} with dense connections for regressing depth. Our stacked hourglass network consists of 3 cascaded encoder-decoder structures. It has the advantage of refining depth maps stage by stage when compare...
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2f949e7e0fc01d6d5a6891c7a945f039
At finite temperature, we can test the prediction of both the discrete and continuum theory that the presence of curvature lowers the effective critical temperature at which the staggered magnetization undergoes a continuous phase transition. Because our cylinders are finite, such transitions will always be rounded due...
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d790c416b89f60b72168482c831e1b63
In order to overcome the numerical difficulty of the penalty function method near the optimal point {{formula:8891ffb0-4960-435b-a013-ce9791d7b7df}} of the constrained optimization problem (REF ), there are some promising methods such as the dynamical methods {{cite:614930b0c6406bbbd3ec9275828a5aa03339de5d}}, {{cite:d...
i
afdee60bb3c70f7cd1f632caada4389a
An immediate question is whether the equivalence persists in an interacting theory. We could try to couple the spinning particle to an external electromagnetic field and see if we recover the Bargmann-Michel-Telegdi (BMT) equation {{cite:0526d445cfa3c8d239fa329c1a3c2ebd92662ed9}}, or try to couple it to an external gra...
d
4898be676cb747ddfdf47838a4e20524
Finally, we would like to mention an interesting methodological connection between our analysis and the analysis of statistical discrimination problem performed in {{cite:503eb20ef8aa1d221f2a866c7a0405b713e9ca55}} (see also {{cite:33158d6cbc51dcd92f5e476c7a0cacb235d486ed}}). In particular, we need similar results form ...
d
baa5fdc56e54c2bf259afaa8d3f0d4b5
There are a lot of observations data which signal us to an accelerating expanding universe {{cite:315581436e4c18516f995790bef2b9aa5a36de7d}}, {{cite:8af9fe0c172d7b98163328275368b2117f288ef3}}, {{cite:c5ac4c18e37eeb01a3c696b9da1ba4a4093d4c68}}. In order to describe this current phase of the universe expansion, we need a...
i
2f7bd98c35c72535bd827846643abb5b
Proposition 2 (Maximum acyclic induced subgraph (MAIS) bound, {{cite:f214bebde1a55f78f133788b5829813bf9e0272b}}) Consider a non-secure index coding problem {{formula:f37d975a-4319-4458-9d3b-f6e927ce6a5d}} . The (non-secure) symmetric capacity {{formula:be0a4d5f-f0d8-46c1-bde9-5e41516a57de}} is upper bounded by the MA...
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41904ba189a2e6db5e43ed9c53f093eb
Receipt Understanding Receipt understanding requires the model to recognize a list of text lines with bounding boxes. The performance of this task is evaluated on SROIE {{cite:0c796adc42cd2b27fa43c06b4413b1a56d7aa6cd}} and CORD {{cite:14e9eeb1116e89a32bf052dcf9b4ea17bfce2dac}} datasets. Like FUNSD, we use officially-pr...
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Since the first version of GAN was introduced by Goodfellow et al. {{cite:7d102dc201fc90243f7c2e72902e0a677f367c4d}}, variants of GAN have been proposed to tackle different types of image transformation and super-resolution problems {{cite:733f2dcaa7839e16d05b6668b8486397952f14f4}}, {{cite:f2860e4a21757e3db8c92514b3a24...
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In this section we present the theoretical predictions for the {{formula:687c173b-bb9a-4149-92ba-10b9eeceff04}} -mesons total decay widths, together with their lifetime ratios. All the input used in our analysis are listed in Appendix . Note that, we consider two scenarios A and B, defined explicitly in the previous se...
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4bbeaddd56dfaa37bef0d3b89ee983da
In Fig. REF , we compare the proposed MIMO-NOMA based adaptive power allocation scheme with four baseline schemes, namely the equal power allocation scheme and the fixed power allocation scheme in {{cite:a630e72dae01fa16367a104a7264f9acc3288f12}}, the best channel condition (BCC) power allocation scheme in {{cite:fcb27...
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787cbf4120b9c6dc13094a96ac5de1ea
General relativity has been highly successful in describing both, the weak field regime (solar system) and the strong field regime (Black-hole, Neutron stars) {{cite:ed7f6cf7acebdeb212c52bc27694694d3c4e17c5}}. However, quantum theory of gravity based on the Einstein-Hilbert action and quantum mechanics is not renormali...
i
ae6d9b5a744adf82eb94b147aabdc39e
Exactly solvable models {{cite:0d20023005d99d4bb08428184af3962d8d37c181}}, {{cite:86d90f16c9115af97183fe86e1e3fb76a05b7a3f}}, {{cite:58f6afb7359236478432f871561c35f46e2d102a}} play an important role in statistical mechanics, providing us with the possibility to obtain analytical and mathematically rigorous results that...
i
a073a9eb6ce773a2d18c853a01193f6e
Ref. {{cite:39266ff8e04890e0b636cbfe49801129c755e440}} treated doubly heavy baryons very carefully. They start from the heavy quark symmetric Hamiltonian in the limit of {{formula:9d797c94-a4f2-4339-8b6c-a83a673f88f3}} with {{formula:d51f43e6-5bbc-4fad-a5fb-2d59d625099f}} heavy diquark mass, and then, include {{formu...
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d99ca86b69d8d07aad6ef1526ce24044
Most of these methods are run on a single Nvidia A100 GPU, but some were not open-sourced at the time of this publication. In particular, TerViT {{cite:f8e44af1b31f09be586d332055845e658d33217c}} and LSQ {{cite:51d7ebb47ade2c9c51653409c5332169e1764ce0}} are estimated using LSQ's open-source ResNet-50 QAT scheme, and Mr....
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b158770ba25f0a932726c2e86f699d1d
To put this goal in context, in recent energy models for high-dimensional data {{cite:63ffba0343abab194c649366da9d809d1001c42a}}, {{cite:792d5747d7bae28b25e380e742187ecae110d0d9}}, {{cite:c6df02e305e277b4e9f6667c8fdf9f0eb9d6ad82}}, {{cite:46f64268af248480c6442d8f16d3b86c4e4ca116}}, {{cite:73ae901738b07a4c17c2f1ba81d1d0...
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c92353d4be62bbc5d5f9dffb67f421ab
Modern analysis of PDFs requires calculations of the log-likelihood functions from thousands of experimental data points, and scans of multi-dimensional parameter space with tens of degrees of freedom. There are several groups providing regular updates of PDFs via global fits, see Refs. {{cite:edef98751068d10ca84048267...
i
66af0574063b522ad1cfdaec400454b8
This work represents a step toward relating the properties of {{formula:38671084-9c8d-469e-8c17-d4d8c9ac2c31}} and {{formula:0669c152-14a8-423e-9e0e-a4339c44c90b}} to those of {{formula:e68f1076-c96c-482e-8608-6a9dbdbf6db7}} and the associated acceptance couplings. As noted above, Markovian couplings which are effic...
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4ee2779407b5c49b59acb38edde57119
Figure REF a shows the AID of the different models and the analytical method of {{cite:1ffed0cfb5def904fa68d7d982391256e49d1e6d}} as a function of sample size, for one data generating distribution. Analytical estimates for some of the required parameters for calculating {{formula:072d45e2-f7ee-4673-aea4-3c87142b4ac5}} ...
r
4b2a8c4c051efce4e59aae30f9c56869
Stein's method is a theoretical tool to obtain bounds on the distance between two probability distributions {{cite:d473462547dfebffc6ec053e0d14d82af855518f}}. It was first introduced to study queueing system by {{cite:a8bd21cb4bd6dba0eb6f4ec04ca3829aa89c8f25}}. Steady-state diffusion approximations for Erlang-A and Erl...
i
ea3ac6de17b045a990ec21e5c0035862
The solution to the optimization problem (REF ) is approached by its transformation into a convex QCQP that is solved by standard methods {{cite:aa1c14797ab2265b51ad57c7ee8675453d7fdf02}}, {{cite:d88f03afd9bba449822a103027ebbaca1a3813a3}}. The details are shown in Appendix . The Pareto-optimal set of points given by so...
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74bcc8cbb3998286050b80a214f42125
A common theme in both of these pathologies is that the effect becomes more prominent as the width of the network increases. Yet, the phenomenon of double descent shows that it is in this over-parameterized regime where neural networks perform best {{cite:14d6599cfc366a15cae7ab1056e9a5ebafab3557}}. Therefore, it is cri...
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Computer simulations of these systems remain computationally expensive due to slow dynamics as very different length and time scales are involved for the various species and as the number of microscopic species outweighs by orders of magnitude the number of colloidal particles. {{cite:1d8678a70ec12b0014faad332dd67366e6...
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0e49b7b55d20373e14a8a49172863636
The contribution of our work is the proposal of the Stakeholder Influence Analysis (SIA) method. Its aim is to help firms to analyze an OSS ecosystem to identify its stakeholders' influence by the impact they have with respect to the requirements that get implemented in the OSS. We base SIA on social network analysis c...
i
ccbe3b0c6f388dbdff3ffc52dcbe3a8a
For comparisons, we consider three realizations. First, we consider the standard DQN with one NN (target is a copy of the action network) and gradient driven updates, denoted as DQN. Second, we consider EDQL which is a NN (target is a copy of the action network) with error driven updates {{cite:0efefbd18197e7c9b5ced8cc...
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28b6df5e0f09c1096f08f0e90659e6cb
Regarding the superconducting qubit architectures, fixed-frequency architecture {{cite:450f9b9b4d201ec1e8ca391788f810ee936e5291}}, {{cite:ddd2947628ffe6ebb042fa88f28a5cb3ae2d2eb5}}, {{cite:471ff4d6d0a1e86364a53f6069fc29e3bb9e7c79}}, and the tunable architecture {{cite:e4be202135ab91b6ff34b1e4ab7ebdaab4bba175}}, {{cite:...
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fd3b890410326cfbac769caa459efae8
Notice that such separation between theoretical formulations and their practical embodiments is common for many classical problems in Bioinformatics. For example, computing edit distance is often replaced with computing edit distance under affine gap costs {{cite:a73ecff2183077947d058da6a811f358ee5cf09c}}, or enhanced ...
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16b8137afb46e05d3b36d5325d3dfa8e
The prox operator (REF ) can interpreted as a denoiser, in particular, the maximum a posteriori (MAP) estimator of {{formula:178ec392-aa11-4e51-af80-28d62d0475e8}} with prior {{formula:8e132a04-e0ff-49a3-b358-2d260a33d85d}} from an observation {{formula:cf5395e3-8128-4c13-b55c-113a1a3f3bfc}} with {{formula:3297c88a-...
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833b28c7d72c11f221a8c95ea386ab44
We have addressed two very general questions regarding Fermi liquids: First, we have shown that LFL theory, which is often thought of as being valid only at low temperatures, is fully consistent with Navier-Stokes hydrodynamics irrespective of the temperature. We have shown this explicitly for the model interaction gi...
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41a1c4a2fd8b5f2e1ec7399d82372532
Figure REF shows the block diagram of the proposed DilatedSegNet along with its core components. It follows an encoder-decoder scheme much like the U-Net {{cite:1737650da40f7362fa1f0ce63e19d4596d739fe1}}, consisting of a pre-trained ResNet50 {{cite:dfe4e829b31c985f05a27a1d235ac861d6593f33}} as an encoder. The input im...
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0b1ef7b35f399696c5ae67cca8dd0d79
Theorem 19 ({{cite:38b43084a5cfbf2c4d190baa6bcd1047006cbbf9}}, Theorem 2) Fix {{formula:02f5ae2b-c7a4-4a56-9f12-0cf79a75a91d}} , a query point {{formula:892c5baa-3cf6-4906-ab84-cb8faa7ccab2}} , and a set {{formula:c85e8e81-86be-4041-bbc5-b411d280b867}} . Let {{formula:fa82fd2a-704d-49f5-b8c2-c799b0ec1530}} . find-smal...
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1607a2e6b70e65c04db9e4bcf1277283
We do four sets of experiments on the YTF dataset. In the first experiment, we follow the same protocol as in {{cite:b4805efd68f834731504a1438d26a381753d7595}}. Specifically, the feature vectors of the faces in the first 100 frames of a video are averaged. The similarity is calculated on the averaged feature vector bet...
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17c0806a008b5916ccd8f3475f977daf
Reduced Order Modelling (ROM) is a well-established set of different numerical techniques whose objective is that of retrieving a low-rank representation of parametric differential models, s.a. Ordinary Differential Equations (ODEs) and Partial Differential Equations (PDEs), describing a relevant majority of models in ...
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597c24704c4fd6cbee42e36381daea2a
Throughout the present study, we consider the following class of dynamical systems on networks {{cite:647355ffbcc53848049ac35aae2b5e494eead4d3}}, {{cite:3d8446b65f606b88d89b73199174624d84a84ae6}}: {{formula:8ac41b0b-266d-4554-9485-1a832e84f2a2}}
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Clean encoder. Instead of freezing the weights of the clean encoder during training, we also experiment with updating its weights to reflect the parameters of the robust encoder with momentum to ensure consistent representations in memory {{cite:4c0ff827e2d551f4ae9a049421bf51cd7ec04ad9}}. The results are presented in T...
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2fead78fdf040642654f16a3cac91894
For both ELR and DivideMix we use the same setup in the original papers. {{cite:b7b140ab4f6b31d0327a516ecbff5dad3e37d8dc}}, {{cite:fcc5fb3f9fc5fc3da9ed5506a4e438b3df29200e}}.
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fc3fbbe2b7d4c328cdb6d17d94702cf2
Figure REF shows the overall architecture of acoustic environment transfer. In order to extract two features: (1) environment features and (2) content features, the source audio files are translated to spectrograms. Spectrogram is a 2D visual representation of frequencies of a given signal with time, while the color r...
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e244031290f8093e8b10d4c29e041b50
In practice, there is a need to automatically and rigorously model across studies the common signal that can reliably be identified, while at the same time modeling study-specific variation. A methodological tool for this task is Multi-Study Factor Analysis (MSFA), recently introduced in {{cite:939d08ff28c3beb1bae29011...
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4846189253c2ce802b912512620732ac
Our general analysis should be simply generalized to the asymptotically AdS black holes in GDT by gluing a flat bath. Since after gluing the flat bath, the whole spacetime is similar to the asymptotically flat black hole and cut-off surface {{formula:d648d95a-004f-4c3c-9a0f-f39b274ccdc5}} can be chosen to be boundary...
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34ea42f3aef880248c0700da6235bb5c
This connection was first made by Dayan, Hinton, Neal, and Zemel in their computational model of perceptual processing as a statistical inference engine known as the Helmholtz machine {{cite:3e3a59523d8bd0263e53bf5d3c3dde439c1aeef3}}. In this neural network architecture, there are feed-forward and feedback pathways, wh...
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b39de185c94554bd3a8bcb5dfc9fa22d
where {{formula:52991ab8-3882-42c5-8d46-144e63e2f649}} is a {{formula:b72d081a-dee4-48fd-9f42-547d97f98462}} feature vector, {{formula:a1d7a6ab-6bfc-4e3d-9bbc-fee69511835e}} is the corresponding {{formula:a8051d7c-33c3-43f0-9d67-a559650c4357}} coefficient, {{formula:1deb934d-95c7-4e9f-b02f-102ad13d2f06}} is the c...
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6a695151861f04bb4e3ddf6022662db7
Hexagonal (h)DyMnO{{formula:f1f4fdae-b4d9-4c46-9d26-b5f91df7191d}} , with the largest rare-earth ionic radius of this series, features an interesting magnetic phase diagram.{{cite:afa1a2b803f41147f076fa98f6f66df8df04bfa8}}, {{cite:d45d5a9735ffc349657a6e1bbe33d5ef660302b3}}, {{cite:8292c3575b818c3576adb81845796d51278dce...
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a9cdf1c73707acee933e038eb10f8a73
Quantum error correction codes are critical ingredients for fault-tolerant quantum computation. In light of developing future large scale quantum computers, it is increasingly important to be able to design complex quantum error correction codes over a large number of qubit/qudits. Naturally, this points to the need fo...
i
5fadcfbcf39620eb72c7e70f952acf72
Traditional substrates such as Si are known to degrade the electron transport properties of graphene as compared to suspended samples. {{cite:ebb0cd9dfea5ceae63fffee3691321ff3b43bd8f}} Reduced transport properties are due to various scattering mechanisms. There is strong evidence that scattering in these systems is due...
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9cef5fdf4c0117b9f304f177890e477a
LiDARs have been widely used for 3D object detection and tracking in autonomous driving applications in recent years. The majority of LiDAR-based methods either use 3D voxels {{cite:c7f072252df9d181c52d15904dd145d53c9c08c4}}, {{cite:df6550b34d1c763949aeb99cdb4a736b39a5d596}} or 2D projections {{cite:5b76cd067d989f29f48...
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The results of the small scale simulations in the range of {{formula:eae6537a-4b3e-4991-8adb-8d86e4124b5a}} have been discussed by {{cite:b74f53bdd070449c6c436a62712097b0a9f52e0a}}, {{cite:e5fa92d4a48ee8b42dde6fe9d1050e5bfd581856}}, {{cite:c6dfda4017dec425c821d32ea1ec8e4d1178337b}} and {{cite:32dcace8b2067f62437c4e254...
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We first prove part (REF ). Since {{formula:6f7e71a2-1b8d-40b7-93b4-8d9253fc6cc0}} is assumed to satisfy one (or both) of two conditions, we consider the conditions one at a time. First, assume that {{formula:5d1b2fbf-3d0b-4355-a559-1605a221b81e}} is irreducible when restricted to {{formula:dba467d4-6040-4276-baa5-e7...
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06907563c95d130184ae4b5353365469
Computer vision models generally perform well on datasets where each class is well-represented {{cite:6df7ddc78960b58afedca4f3d2eb544703a56d29}}. However, real-world datasets often have long-tailed distributions {{cite:7d94796d21881c3450044f96f138ab25aa04b652}}, {{cite:01b8a717809a4299f146718c973614c7d6e9c7cc}}, {{cite...
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A concern in applying a mean-field (single-mode) or a few-mode approach to study time crystals and discrete time-translation symmetry breaking is whether the lack of thermalisation and decay of the condensate in such studies is an artefact imposed by the adopted approximations {{cite:d0add0467d33b88dd4f7f33932910f1a763...
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ba88e691ac8620008789942c955d7068
While our DSA framework is fairly general, a key limitation is that the scaling matrix (i.e., {{formula:35308252-659b-449f-8928-741aff3f2191}} ) in each component function {{formula:7d275c20-a896-40d5-85ff-b2748b9ad4d0}} needs to be the same. It would be interesting to see if our approach can be extended to cover the ...
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These free energy practices are widely implemented in popular molecular simulation packages,{{cite:e8a3c880806766da8d7a4b7b75dd31478bc20132}}, {{cite:7672e5cb09247f064427d6a75369071294887c1a}}, {{cite:51eaed0b800113336e3b6ee83541ba93756dd655}}, {{cite:890aea3fcda6c0a1bd20d77a998539f0889f6b0b}}, {{cite:ae9afc0255c93be5d...
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(5) Study of Basic Sampling Proportion {{formula:e71c804e-70cf-42ab-b8cb-7f5fc0b50ef8}} : As a trade-off controller between the image information completeness and the sampling rate allocating space, the basic sampling proportion {{formula:84db8f07-b357-4acf-ae1e-a2483b49c3d3}} is expected to make CASNet degenerate int...
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dd7145957f1a9cd9450f37f26603ec11
The Standard Model of elementary particle physics employs quantum field theory in order to describe high-energy scattering processes generically involving a non-conserved number of particle species {{cite:5414e76af53d528436bd1f7fe2ccbb496b3b23ea}}, {{cite:29f0152798a6435782dc72ab4f79b3d168e0e94b}}, {{cite:2acc97c483cde...
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6a9bd38a2af377ca7d2aac946d6fa64d
For concreteness, we set {{formula:77d4ce6d-5fe8-4cbd-b37a-3992056acd13}} and {{formula:52603cd1-d7e4-4f0c-8c48-d4ed65bf0664}} in {{cite:b2d0327e23ab0a191b55f1218fde6e595ad4a421}} as in {{cite:4f8d082b076ebce1a3d9166b53a6a6e625dbbb50}} for a {{formula:701c4151-450b-45b4-a23b-c020a7fed7d5}} Chern-Simons matter theory...
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481f61e9cd1525ae240ad918da331d34
The problem of finding an exact value of {{formula:3f571461-ad99-4332-a6f3-d1fdc174cc9b}} in a graph {{formula:cc615dc2-6c5b-4715-889e-fd8acf8e39b8}} is one of the classic NP-hard problems {{cite:9a4cbb9d0de0e4ad23dd1d72a2938c7cbeee9aba}}. Moreover, the problem is known to be APX-hard (e.g. see {{cite:abb4e76ff73c7bc...
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231176022d0522f290c1c8fdf23a4981
This paper has introduced a novel adaptive output layer activation function, which we have named ASTra, that can either in combination with, or separately from, our previously proposed GMN loss {{cite:334a535886acb67b17abbe023101c7a791b4af8f}} work to facilitate the classification of minority examples for extremely hig...
d
855b1c860dd6a90d62d343eae8a80765
Random Fourier Features: The class of Fourier features methods originates from the work by {{cite:a02e70cf51a7ce5fd9e49dcd2b84ca4c37c7373a}}. These methods essentially use {{formula:976fde55-8eaf-491f-bf80-b2f31fb6443b}} to approximate {{formula:8ebf7b42-ad75-45c1-aca7-a19a1330a253}} , where {{formula:91139fcc-e497-4f...
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0fb396ec90926d41f537b1216064d259
All of the experiments are done on a single 12GB Nvidia Tesla K80 graphic card with 64GB RAM and Intel Xeon E5-2670 processor. We train the models at {{formula:448744d6-535a-47d4-8c73-d58ac679ab3d}} resolution with batch size 8 and learning rate {{formula:ade6e91d-6719-4b78-93f7-e95c826c74f0}} for 100 epochs using Ad...
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a981b6c8c395a4d6a4f8e3fc67d78461
We propose two novel data-driven predictive models trained on the dataset: (1) Action conditioned tactile prediction (ACTP) and (2) Action conditioned video tactile prediction (ACTVP). ACTP and ACTVP use different representations of the tactile data. We compare these models to state of the art video prediction model SV...
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a2a399dabf8b6b5d18ee51e19d749371
Our next result shows that {{formula:b4911fff-414d-40b9-aa1b-cbade012f84c}} converges uniformly in probability to {{formula:efa445ac-7468-48d1-b4f1-6c41f67f6aa9}} over the largest possible range where unbiased estimation of the later parameter is possible, despite the non-Markovian nature of {{formula:708af722-8e7a-4...
r
bee447062ca8980e849487f3f240d8d9
Our first contribution is a modelling construct, where we reformualate the variance regularized form {{cite:5298eba124828b8b297f880ae6caaa2e11a4f895}} of our non-convex sum of fractionals objective as a mixed integer second order cone program (MISOCP). While the MISOCP form provides more scalability than the original f...
i
28a92b10af3941651b5bea0e7c4c26dd
In this letter, we introduce a simple and modular nonintrusive Galerkin-free ROM framework for unsteady flows by employing ideas from POD-based and AE-based ROM approaches (see the bottom panel in Figure REF ). In our methodology, we first apply the POD procedure to generate a set of orthonormal basis functions. Instea...
i
1a8a287575c295b18d76c7506a127b5b
Before proceeding, let us briefly review the definition of squeezed states and ideal squeezed states {{cite:2d8a91d34d2423ab696fbc2dcf5d2b982463f85f}}, {{cite:60ccf2b749c8866efa6663bd49377ba66c371e81}}, {{cite:6ca1244ad2b7d01d7c1f187baa8616a85f0961a8}}. For two arbitrary Hermitian operators {{formula:021a5126-6c28-49d1...
d
4bab6719b3f05c04f1c582552fcb4b88
Related methods such as TRILL{{cite:3c1d54577bcb2cb63d653017a744e17674de6396}}, COLA{{cite:bf0c3456d5c7bc7f59671a890c9dc13cc57024d0}}, and Fonseca et al.{{cite:fba3559974bd9e0a0ef2de0226776b997316b7bc}} learn representations by comparing input segments cropped from audio clips. These learn to make closer embeddings for...
m
f11fea0307c9925efb816c89fc9e6830
As such, the forward problem of Equation (REF ), defined as solving the ODE system with given {{formula:3ccfc65c-daa2-4470-a1e8-329a56a56dd3}} and {{formula:6005c4ce-471c-4d8e-918b-d4feebe4c03f}} , has been resolved in the mathematical sense – despite of several known numerical issues in matrix exponentials for high-d...
i
4298d64b7f22621508aff29ced1b2dd7
Finally, we also consider the Fair ZSL protocol proposed in Section REF . Here, we compare our model with the E2E {{cite:0d653eae338a6d38f5d8c199a604c7c0df568040}} method and our implementation of the CLASTER {{cite:ca5f54a4b4779320d1c239e5d971c7bba5a79af5}} method. We again notice a significant improvement of 5.9% ove...
r
2fc31e0151a93f533fa59affe6a3390b
Here we present the needed background material from variational analysis and generalized differentiation by following the books of Mordukhovich {{cite:c21c940c145eee31a3029c2d6ea86e302e52fafb}}, {{cite:8d0fdc89de57b3713be25e532ef3f88406f87d85}} and Rockafellar and Wets {{cite:6ea8b52da29ad5669fe14fb614d39cb1306cb328}}....
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31c11b0b68d9f44e2407293307f34c2c
We have proven that our simple evolutionary technique is a scalable competitive alternative to the reinforcement-learning algorithms {{cite:fbb463876855110835dc2851165e5034d38f768f}} and that it can achieve similar results even with a divergent-driven approach and with a largely improved efficiency.
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a2c541591f3b0918647aa41b1b0c3c08
Other techniques used are pretty standard in this area. We use techniques based on the famous sum-check protocol of Lund et al. {{cite:4b0cf81b6d07197e9e32439baa1e0c43a39ab6ba}} that encodes answers as sum of low-degree polynomials. In our case, where Prover sends only a single message to Verifier, a quantity of intere...
r
d5847f67a1928ee6a7ac1cf33b416c5f
Very short-term forecasting (VSTF): This class of forecasting involves time horizon from minutes to few hours, usually between (0-3 h) {{cite:6d15490434ed984cebc72ed495ab31736bd6d0c2}}. VSTF can help dealing with random changes in renewable energy generation which can be predicted only before a short period of time. I...
m
603de6654c67190a8774f2d643d12100
Note that justification logics with interacting agents are not new. Yavorskaya {{cite:d75e81518d1e0a4ff24e1caf0ab9c9218720fa25}} introduced the evidence verification operator {{formula:dfc0ae30-2a1a-4d26-ae06-f07e6f749dca}} that can be used by {{formula:03ee2f0e-2666-41d2-9800-4d798fa4b88a}} to verify {{formula:9fb74...
i
7156d48af9b30092b969be774b184a29
In this section, a cross-domain semantic segmentation approach using target point annotations via an active selection is introduced. The proposed approach consists of three parts. First, a cross-domain segmentation model {{cite:39bde7abee1649c5cca790d5b585f93aedc07d49}} {{formula:a4990fcd-dd16-40a1-9bbd-ff1aaa1f2c6d}} ...
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e4ec9e2e1e7e64e07eaea55ddf6abaf4
We found ephemeral regions to exhibit relatively high scatter of the rotation rates. The reason for this might be the governing role of the photospheric plasma flows on the proper motions of weak magnetic structures. Nevertheless, on average, ephemeral regions rotate faster in comparison with larger active regions. The...
d
25ae6110163ffa13807c806ec9dac6fd
Synaptic plasticity is a powerful mechanism for unsupervised learning in neural networks, inspired by learning processes in the biological brain {{cite:1ee1a2ae745d745bd2a985273416de714764a121}}, {{cite:5aa0652e41e6a813b3719414209d69515d3014d2}}, {{cite:c61447665844d76bffdb19a95d91f3395ccf140f}}, {{cite:88182780192be85...
d
8764f233c32b3cb116c764045e9a8fa3
where {{formula:cde45c9e-8624-4c2d-b2b7-19a6fb81f7f4}} is the number of networks and {{formula:230f54e5-a381-4b1b-9989-90955de2e64a}} is the average class conditional probabilities of the ensemble. However, we observed that the entropy score of a single sample {{formula:90f84a4e-de9c-4807-97fe-3cea4b195da5}} fluctu...
m
2430e16efdd87de59928dc48262eeda5
The contributions of this paper are twofold. We analyze the local and global convergence properties of an oracle-based saddle point optimization on locally and globally strong convex–concave smooth functions. We derive a sufficient condition on the learning rate {{formula:6f8ef826-93b6-4dd2-ac01-91aa2b38c3a2}} to guar...
i
87ebc39b9acf140c12e9a566b3eea665
In the case of Enceladus, its much smaller mass precludes a scenario involving the migration of the moon over substantial distances. However, several scenarios propose that the small and mid-sized moons of Saturn are not primordial but rather represent a second generation of satellites which would either derive from th...
d
d1a6f7ec7150aeafaf0858b5090a6728
Within our numerical calculations, we obtain a sizable induced gap corresponding to almost {{formula:153bea49-c97c-491f-a2ff-d240c63759f8}} of the parent pair potential {{formula:5f2fb0b0-6046-4410-a0c9-72fa869dcd23}} , which is comparable to the induced gap of the planar TJJ {{cite:6dcaab01079b67c8545761de744c460eb16...
d
2585c56abb1e0f735d887f70ab100473
where {{formula:8eb9b43c-eefc-4e9d-aa2c-22e135e19a00}} is the position of the microphone, {{formula:794628b8-02b9-431a-a0e2-cc11068adf8f}} is the position of the {{formula:3cd08a39-e736-46c9-9036-bf8187e0a93f}} -th source, {{formula:84cb63b5-4cd8-449b-a1e8-204af7796816}} is the set of visible image sources for the r...
m
f0ccf8547f7d5bee0e199cff31d45e86
On the positive side, finding the canonical direct base from the meet-irreducible elements (and vice-versa) is equivalent to hypergraph dualization {{cite:1e1d60a0f021c5e3f36ba9f97f78ae31813d8155}}, {{cite:4afeb61cc625b7fa448bc5398f52fa03fd905930}}, {{cite:14dd4077ab5e8a91cc396fbcf0b6ecfd175e79e2}}. Adaricheva et al. {...
r
fc959a6e91f4a516e37d47385078edad
We also perform transfer learning tasks on various datasetsThe link to Birdsnap dataset is broken or refers to a dataset with missing data, making it difficult to make a direct comparison.. The ResNet50 backbone was pretrained on Imagenet1K over 800 epochs with a batch size of 4096. By following the linear evaluation p...
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ba4e10a1e6efad86b257b4fc9de568c7
We have seen that the leading soft theorems in gauge theory and gravity have natural interpretations in terms of the infinite-dimensional geometry of vacuum manifolds. This point of view has some natural extensions that would be interesting to investigate. For instance, the subleading soft graviton theorem is universal...
d
31e5892f55416698dcf7b6a5184c472f
In a recent study of galaxies in chaotic environments at high redshift (Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey, CANDELS) by {{cite:f47b4b832898d7d8663e759102d91a4ffa54ce46}}, a linear correlation between the SFR and the stellar mass was found. Although CANDELS galaxies are early-type at {{formul...
d
aabc571c89a740d5322efba0dfd9332e
In {{cite:193faeb3fb16a4c8352f67ff0acb0af69df46241}}, {{cite:4ca5db159d98dfaefcb0b917901b793499469089}}, Asratian and Kamalian obtained the following two results.
r
7842b179b1532924ba2b9588db44c27d
The diversified requirements lead to a variety of registration approaches. Some prior approaches {{cite:58ac5114ae8933f0de6307a38c2b79f4a64ee7d2}}, {{cite:6b38dd0ed9b034fa41707b8250d824dea030757e}}, {{cite:66ef8581d82763349b2b7bb1e13aed94b6928381}}, namely local approaches, focused on time-efficiency and accuracy. Howe...
i
3d0c37654cb668823adfb728d889d10b
There should be enough abundance for a certain element in the dense medium or the GRB ejecta, such that the element can be identified in a spectrum. However, GRB nucleosynthesis related to hydrodynamics and microphysics in the GRB central engine is quite complicated. For example, {{cite:a3f31f7ea5492a055033843dd62613d4...
d
8dec7f385b32d419c16c0163ad95b71a
Most of the work devoted to the study of critical transitions in ecology considers transitions that occur due to the loss of stability via a classical bifurcation at some critical threshold of environmental conditions (e.g. critical resource concentration, atmospheric temperature, CO2-concentration) and often involve h...
i
e2a65d91df4d23b72e43713d5796494e