image imagewidth (px) 50 15.2k | ground_truth stringlengths 40 8.19k |
|---|---|
\begin{tabular}{|lllllllll|}[NEWLINE]\hline[NEWLINE]%Dataset&\textbf{IR}&\textbf{D}&\textbf{T}&\textbf{I}&\textbf{M}&\textbf{TS}\\\hline[NEWLINE]%CLEVR&\cmark&\xmark&\cmark&\xmark&Vision&S\\[NEWLINE]%Cogent&\cmark&\xmark&\xmark&\cmark&Vision&S\\[NEWLINE]%CLUTRR&\cmark&\xmark&\cmark&\cmark&Text&S\\[NEWLINE]%SCAN&\cmark&... | |
\begin{tabular}{|ll|l|}[NEWLINE]\hline[NEWLINE]&&Inductive\\\cline{3-3}[NEWLINE]$f_r$&$f_c$&accuracy\\\hline[NEWLINE]GAT&E-GAT&0.655\\[NEWLINE]Param&E-GAT&0.627\\[NEWLINE]GCN&E-GAT&0.623\\[NEWLINE]GAT&RGCN&0.548\\[NEWLINE]Param&RGCN&0.457\\[NEWLINE]GCN&RGCN&0.498\\\hline[NEWLINE]\end{tabular} | |
\begin{tabular}{c|l|c|c|c|c|c|c|}[NEWLINE]\hline[NEWLINE]&\multicolumn{1}{c|}{}&\multicolumn{3}{c|}{LuceneBaseline}&\multicolumn{3}{c|}{SemanticSearch}\\\hline[NEWLINE]&Query&\textbf{DCG@3}&\textbf{DCG@5}&\textbf{DCG@10}&\textbf{DCG@3}&\textbf{DCG@5}&\textbf{DCG@10}\\\hline[NEWLINE]1&NewYorkwater&1.35&1.91&4.07&\textbf... | |
\begin{tabular}{c|c|c}[NEWLINE]\hline[NEWLINE]\textbf{Method}&\multicolumn{2}{c}{\textbf{PGD\textsubscript{10}}(Clean)}\\[NEWLINE]&CIFAR-10&CIFAR-100\\[NEWLINE]\hline\hline[NEWLINE]AT\cite{at@madry}&47.34$\pm$0.32\textcolor{grey}{(85.58$\pm$0.14)}&22.72$\pm$0.37\textcolor{grey}{(60.28$\pm$0.13)}\\[NEWLINE]LAT\cite{LAT}... | |
\begin{tabular}{c|c|c}[NEWLINE]\hline[NEWLINE]\textbf{Method}&\multicolumn{2}{c}{\textbf{PGD\textsubscript{10}}(Clean)}\\[NEWLINE]&CIFAR-10&CIFAR-100\\[NEWLINE]\hline\hline[NEWLINE]AT\cite{at@madry}&47.34$\pm$0.32\textcolor{grey}{(85.58$\pm$0.14)}&22.72$\pm$0.37\textcolor{grey}{(60.28$\pm$0.13)}\\[NEWLINE]LAT\cite{LAT}... | |
\begin{tabular}{c|c|c|c}[NEWLINE]\hline[NEWLINE]\textbf{Method}&\textbf{CIFAR-10-C}&\textbf{CIFAR-100-C}&\textbf{Tiny-Imagenet-C}\\[NEWLINE]%&Clean&PGD\textsubscript{10}&Clean&PGD\textsubscript{10}\\[NEWLINE]\hline\hline[NEWLINE]AT\cite{at@madry}&73.12$\pm$0.31\textcolor{grey}{(85.58$\pm$0.14)}&45.09$\pm$0.31\textcolor... | |
\begin{tabular}{c|c|c|c|c|c|c}[NEWLINE]\hline[NEWLINE]\textbf{Method}&\multicolumn{3}{c|}{\textbf{CIFAR-10}}&\multicolumn{3}{c}{\textbf{CIFAR-100}}\\[NEWLINE]&PGD\textsubscript{50}&t-PGD\textsubscript{10}&SPSA&PGD\textsubscript{50}&t-PGD\textsubscript{10}&SPSA\\[NEWLINE]\hline\hline[NEWLINE]MT+MI\cite{mixup-inf}&11.29&... | |
\begin{tabular}{c|c|c}[NEWLINE]\hline[NEWLINE]\textbf{Method}&\multicolumn{2}{c}{\textbf{PGD\textsubscript{10}}(Clean)}\\[NEWLINE]&CIFAR-10&CIFAR-100\\[NEWLINE]\hline\hline[NEWLINE]AT\cite{at@madry}&47.34$\pm$0.32\textcolor{grey}{(85.58$\pm$0.14)}&22.72$\pm$0.37\textcolor{grey}{(60.28$\pm$0.13)}\\[NEWLINE]LAT\cite{LAT}... | |
\begin{tabular}{c|c|c}[NEWLINE]\hline[NEWLINE]\textbf{Method}&\multicolumn{2}{c}{\textbf{PGD\textsubscript{10}}(Clean)}\\[NEWLINE]&CIFAR-10&CIFAR-100\\[NEWLINE]\hline\hline[NEWLINE]AT\cite{at@madry}&47.34$\pm$0.32\textcolor{grey}{(85.58$\pm$0.14)}&22.72$\pm$0.37\textcolor{grey}{(60.28$\pm$0.13)}\\[NEWLINE]LAT\cite{LAT}... | |
\begin{tabular}{c|c|c|c}[NEWLINE]\hline[NEWLINE]\textbf{Method}&\textbf{CIFAR-10-C}&\textbf{CIFAR-100-C}&\textbf{Tiny-Imagenet-C}\\[NEWLINE]%&Clean&PGD\textsubscript{10}&Clean&PGD\textsubscript{10}\\[NEWLINE]\hline\hline[NEWLINE]AT\cite{at@madry}&73.12$\pm$0.31&45.09$\pm$0.31&15.74$\pm$0.36\\[NEWLINE]TRADES\cite{at@mad... | |
\begin{tabular}{c|c|c|c|c|c|c}[NEWLINE]%\hline[NEWLINE]%\textbf{Method}&\multicolumn{3}{c|}{\textbf{CIFAR-10}}&\multicolumn{3}{c}{\textbf{CIFAR-100}}\\[NEWLINE]%&PGD\textsubscript{50}&t-PGD\textsubscript{10}&SPSA&PGD\textsubscript{50}&t-PGD\textsubscript{10}&SPSA\\[NEWLINE]%\hline\hline[NEWLINE]%MT+MI\cite{mixup-inf}&1... | |
\begin{tabular}{c|c|C{55px}C{50px}|C{45px}|C{50px}}[NEWLINE]\hline[NEWLINE]&\multirow{2}{*}{\textbf{model}}&\multicolumn{2}{c|}{\textbf{feat.seq.extractor}}&\multirow{2}{*}{\textbf{task}}&\textbf{search}\\[NEWLINE]&&\textbf{operation}&\textbf{DSpath}&&algorithm\\\hline[NEWLINE]hand-&CRNN~\cite{shi2016end}&vgg&fixed&seq... | |
\begin{tabular}{c|c|c|c}[NEWLINE]\hline[NEWLINE]MBConv(k:3$\times$3,e:1)&MBConv(k:3$\times$3,e:3)&MBConv(k:3$\times$3,e:6)&MBConv(k:5$\times$5,e:1)\\\hline[NEWLINE]MBConv(k:5$\times$5,e:3)&MBConv(k:5$\times$5,e:6)&\multicolumn{2}{c}{Skip-Connect}\\\hline[NEWLINE]\end{tabular} | |
\begin{tabular}{c|c|cccc|cc}[NEWLINE]\hline[NEWLINE]\multirow{2}{*}{\textbf{Methods}}&\multirow{2}{*}{\textbf{Data}}&\multicolumn{4}{c|}{\textbf{Regular}}&\multicolumn{2}{c}{\textbf{Irregular}}\\\cline{3-8}[NEWLINE]&&\textbf{IIIT5K}&\textbf{SVT}&\textbf{IC03}&\textbf{IC13}&\textbf{SVTP}&\textbf{IC15}\\\hline[NEWLINE]Ja... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]\hline[NEWLINE]\textbf{Methods}&\textbf{IIIT5K}&\textbf{SVT}&\textbf{IC13}&\textbf{IC15}\\\hline[NEWLINE]AllMBConv(k:5,e:6)&94.5&90.4&92.3&81.1\\[NEWLINE]AutoSTR&94.7&90.9&94.2&81.8\\\hline[NEWLINE]\end{tabular} | |
\begin{tabular}{c|c|c|c|c|c|c}[NEWLINE]\hline[NEWLINE]\textbf{backbones}&\textbf{IIIT5K}&\textbf{SVT}&\textbf{SVT}&\textbf{IC13}&\textbf{SVTP}&\textbf{IC15}\\\hline[NEWLINE]ASTER~\cite{shi2018aster}&93.3&89.0&92.4&91.5&79.7&78.5\\\hline[NEWLINE]DARTS~\cite{DARTS}&90.6&83.9&91.3&88.3&76.1&73.5\\\hline[NEWLINE]AutoDeepLa... | |
\begin{tabular}{c|c|c|c}[NEWLINE]\hline[NEWLINE]\textbf{DownsamplePath}&\textbf{DefaultConv}&\textbf{SearchStep1}&\textbf{SearchStep2}\\\hline[NEWLINE]\multirow{2}{*}{\textsf{AABBB}}&3x3residualconv&92.5&\multirow{2}{*}{93.9}\\\cline{2-3}[NEWLINE]&MBConv(k:3,e:1)&91.3&\\\hline[NEWLINE]\multirow{2}{*}{\textsf{ABABB}}&3x... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]\hline[NEWLINE]$\beta$&0.0&0.3&0.6&0.9\\\hline[NEWLINE]\textbf{Accuracy(\%)}&94.6&94.5&94.7&93.5\\\hline[NEWLINE]\textbf{FLOPS(M)}&319&298&256&149\\\hline[NEWLINE]\textbf{Params(M)}&3.82&3.40&2.36&1.32\\\hline[NEWLINE]\end{tabular} | |
\begin{tabular}{r|cc|cc}[NEWLINE]\hline[NEWLINE]Type&\begin{tabular}[c]{@{}c@{}}\#Contracts\end{tabular} | |
\begin{tabular}{r|cc|cc}[NEWLINE]\hline[NEWLINE]AttackType&AttackerAccount(s)&VictimAccount&EOSLoss&AmountLoss(\$)\\\hline\hline[NEWLINE]FakeReceipt&il***23,wh***r1&eosbetdice11&138,319.80&756,609.30\\\hline[NEWLINE]FakeEOS&re***et&eoscastdmgb1&63,014.10&327,673.32\\\hline[NEWLINE]FakeReceipt&re***om,re***et&nkpaymentc... | |
\begin{tabular}{cc}[NEWLINE]\hline[NEWLINE]Category&ImportedFunctionExamples\\\hline\hline[NEWLINE]\multirow{2}{*}{blockchain-state}&tapos\_block\_num\\\cline{2-2}[NEWLINE]¤t\_time\\\hline[NEWLINE]\multirow{2}{*}{memory-related}&memcpy\\\cline{2-2}[NEWLINE]&memmov\\\hline[NEWLINE]\multirow{2}{*}{control-flow-rela... | |
\begin{tabular}{|l|l|l|l|l|l|l|}[NEWLINE]\hline[NEWLINE]States$^{12}$N&$V$,MeV&$r_0$,fm&$a$,fm&$n’l’j’$&$LSJ$&$N_{LSJ}$\\[NEWLINE]\hline[NEWLINE]\multirow{2}{*}{g.s(1$^+$)}&\multirow{2}{*}{24.7}&\multirow{2}{*}{1.25}&\multirow{2}{*}{2.50}&\multirow{2}{*}{1$p_{1/2}$}&011&3.24\\[NEWLINE]&&&&&211&0.81\\[NEWLINE]\hline[NEW... | |
\begin{tabular}{|c||c|c|c||c|c|}[NEWLINE]\hline[NEWLINE]J$^{\pi}$&$^{12}$Bstate&R$_{rms}$&D$_1$&$^{12}$Nstate&R$_{rms}$\\[NEWLINE]&(MeV)&(fm)&(\%)&(MeV)&(fm)\\[NEWLINE]\hline[NEWLINE]&&&&&2.47$\pm$0.07$^{a)}$\\[NEWLINE]1$^{+}$&g.s&2.39$\pm$0.02$^{a)}$&11$^{b)}$&g.s&2.5$^{c)}$\\[NEWLINE]&&&&&2.8$\pm$0.4\\[NEWLINE]\hline... | |
\begin{tabular}{@{}ccc}[NEWLINE]\br[NEWLINE]Coefficient&Diagonal($\alpha=\beta$)&Off-diagonal($\alpha\neq\beta$)\\[NEWLINE]\mr[NEWLINE]$A_{\alpha\beta}$&$\Gamma_{\rmLOeff}$&$\Gamma_{\rmLOeff}+\int{\rmd}\epsilon\left(\Gamma(\epsilon)-\tilde{\Gamma}(\epsilon)\right)$\\%\hline[NEWLINE]$v_{\alpha\beta}$&$-\int{\rmd}\epsilo... | |
\begin{tabular}{crrc}[NEWLINE]\Xhline{0.5pt}[NEWLINE]\rowcolor{mygray}[NEWLINE]Method&ParameterNumber&TrainingTime&BatchSize\\[NEWLINE]\hline[NEWLINE][NEWLINE][NEWLINE][NEWLINE]W-Net&42,570,625&1d-15h-12m&22\\[NEWLINE][NEWLINE]%\rowcolor{mygray}[NEWLINE]CDGAN&123,045,378&6d-18h-54m&18\\[NEWLINE]\Xhline{0.5pt}[NEWLINE]\... | |
\begin{tabular}{c|c|c|c}[NEWLINE]%\hline[NEWLINE]%Parameter&$a_{k}$&$b_{k}$&$c_{k}$\\[NEWLINE]%\hline[NEWLINE]%$f_{merg}$&$2.9740\times10^{-1}$&$4.4810\times10^{-2}$&$9.5560\times10^{-2}$\\[NEWLINE]%$f_{ring}$&$5.9411\times10^{-1}$&$8.9794\times10^{-2}$&$1.9111\times10^{-1}$\\[NEWLINE]%$\sigma$&$5.0801\times10^{-1}$&$7... | |
\begin{tabular}{c|c|c|c}[NEWLINE]%\hline[NEWLINE]%Parameter&$x_{k}$&$y_{k}$&$z_{k}$\\[NEWLINE]%\hline[NEWLINE]%$\psi_{0}$&$1.7516\times10^{-1}$&$7.9483\times10^{-2}$&$-7.2390\times10^{-2}$\\[NEWLINE]%$\psi_{2}$&$-5.1571\times10^{1}$&$-1.7595\times10^{1}$&$1.3253\times10^{1}$\\[NEWLINE]%$\psi_{3}$&$6.5866\times10^{2}$&$... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]%\hline[NEWLINE]%$N_{in}$&1&$\leq2$&$\leq5$&$\leq10$\\[NEWLINE]%\hline[NEWLINE]%$30-30M_{\odot},\\iota=45^{\circ}$&97.29\%&97.28\%&97.28\%&96.28\%\\[NEWLINE]%$10-10M_{\odot},\\iota=45^{\circ}$&97.23\%&97.20\%&97.20\%&97.20\%\\[NEWLINE]%$30-30M_{\odot},\\iota=90^{\circ}$&97.18\%&97.19\... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]%\hline[NEWLINE]%&ideal(1Hz)&ideal(5Hz)&ETD&CE\\[NEWLINE]%\hline[NEWLINE]%WithRevolution&1.2218E-03&0.4300&3.5910&15.814\\[NEWLINE]%WithoutRevolution&1.6024E-03&0.7392&3.5552&14.683\\[NEWLINE]%\hline[NEWLINE]%\end{tabular} | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]%\hline[NEWLINE]%$N_{in}$&1&$\leq2$&$\leq5$&$\leq10$\\[NEWLINE]%\hline[NEWLINE]%$10-10M_{\odot},\\iota=45^{\circ}$&2.50\%&3.68\%&5.85\%&7.94\%\\[NEWLINE]%$30-30M_{\odot},\\iota=90^{\circ}$&1.64\%&2.76\%&4.91\%&7.32\%\\[NEWLINE]%$10-10M_{\odot},\\iota=90^{\circ}$&0.29\%&0.46\%&0.80\%&1... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]%\hline[NEWLINE]%$N_{in}$&1&$\leq2$&$\leq5$&$\leq10$\\[NEWLINE]%\hline[NEWLINE]%$30-30M_{\odot},\\iota=45^{\circ}$&24.59\%&37.69\%&62.67\%&83.03\%\\[NEWLINE]%$10-10M_{\odot},\\iota=45^{\circ}$&7.42\%&10.62\%&16.62\%&24.89\%\\[NEWLINE]%$30-30M_{\odot},\\iota=90^{\circ}$&5.94\%&9.28\%&1... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]%\hline[NEWLINE]%$N_{in}$&1&$\leq2$&$\leq5$&$\leq10$\\[NEWLINE]%\hline[NEWLINE]%$30-30M_{\odot},\\iota=45^{\circ}$&72.99\%&90.21\%&99.12\%&99.96\%\\[NEWLINE]%$10-10M_{\odot},\\iota=45^{\circ}$&43.34\%&63.11\%&87.25\%&96.08\%\\[NEWLINE]%$30-30M_{\odot},\\iota=90^{\circ}$&24.52\%&38.09\... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]%\hline[NEWLINE]%$N_{in}$&1&$\leq2$&$\leq5$&$\leq10$\\[NEWLINE]%\hline[NEWLINE]%$30-30M_{\odot},\\iota=45^{\circ}$&99.35\%&99.97\%&100\%&100\%\\[NEWLINE]%$10-10M_{\odot},\\iota=45^{\circ}$&95.99\%&99.58\%&99.99\%&100\%\\[NEWLINE]%$30-30M_{\odot},\\iota=90^{\circ}$&95.46\%&99.30\%&99.9... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]%\hline[NEWLINE]%$N_{in}$&1&$\leq2$&$\leq5$&$\leq10$\\[NEWLINE]%\hline[NEWLINE]%$30-30M_{\odot},\\iota=45^{\circ}$&92.81\%&92.27\%&90.81\%&89.42\%\\[NEWLINE]%$10-10M_{\odot},\\iota=45^{\circ}$&92.88\%&92.21\%&91.67\%&91.57\%\\[NEWLINE]%$30-30M_{\odot},\\iota=90^{\circ}$&86.07\%&86.10\... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]%\hline[NEWLINE]%$N_{in}$&1&$\leq2$&$\leq5$&$\leq10$\\[NEWLINE]%\hline[NEWLINE]%$30-30M_{\odot},\\iota=45^{\circ}$&95.43\%&95.00\%&94.28\%&93.82\%\\[NEWLINE]%$10-10M_{\odot},\\iota=45^{\circ}$&95.94\%&95.53\%&94.89\%&93.72\%\\[NEWLINE]%$30-30M_{\odot},\\iota=90^{\circ}$&94.72\%&94.16\... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]%\hline[NEWLINE]%$N_{in}$&1&$\leq2$&$\leq5$&$\leq10$\\[NEWLINE]%\hline[NEWLINE]%$30-30M_{\odot},\\iota=45^{\circ}$&97.33\%&97.33\%&97.31\%&97.31\%\\[NEWLINE]%$10-10M_{\odot},\\iota=45^{\circ}$&96.97\%&96.74\%&96.55\%&96.40\%\\[NEWLINE]%$30-30M_{\odot},\\iota=90^{\circ}$&96.06\%&95.71\... | |
\begin{tabular}{@{}cccc@{}}[NEWLINE]\midrule\midrule[NEWLINE]&\textbf{Min}&\textbf{Max}&\textbf{Stepsize}\\\midrule[NEWLINE]$p${[}deg/s{]}&-150&150&30\\[NEWLINE]$q${[}deg/s{]}&-150&150&30\\[NEWLINE]$r${[}deg/s{]}&-60&60&30\\[NEWLINE]$\alpha${[}deg{]}&-60&60&5\\[NEWLINE]$\beta${[}deg{]}&-45&45&5\\[NEWLINE]$V_g${[}ft/s{]... | |
\begin{tabular}{|p{2.35cm}|p{5.05cm}|}[NEWLINE]\hline[NEWLINE]Method&Quality\\[NEWLINE]\hline\hline[NEWLINE]Mostcalculators&100\%ofsuccess\\[NEWLINE]Ours&Wedonotusedigitrecognitionasapartofoursolution,sincethiscalculatorisintendedforhumans.\\[NEWLINE]\hline[NEWLINE]\end{tabular} | |
\begin{tabular}{c|c|c}[NEWLINE]\toprule[NEWLINE]Method&ADE&FDE\\[NEWLINE]\midrule[NEWLINE]SForces&36.38&58.14\\[NEWLINE]SLSTM&31.19&56.97\\[NEWLINE]SGAN&27.25&41.44\\[NEWLINE]Desire&19.25&34.05\\[NEWLINE]Sophie&16.27&29.38\\[NEWLINE]MATFGAN&22.59&33.53\\[NEWLINE]PMP-NMP&\textbf{14.67}&\textbf{26.72}\\[NEWLINE]\bottomru... | |
\begin{tabular}{c|c|c|c}[NEWLINE]\toprule[NEWLINE]Method&Pedestrians&Vehicles&T($ms$)\\[NEWLINE]\midrule[NEWLINE]NoImage&0.41/0.81&1.77/3.87&1.54\\[NEWLINE]AlexNet&0.39/0.79&1.71/3.79&23.3\\[NEWLINE]AlexNet-NMMP&0.38/0.78&1.59/3.72&1.98\\[NEWLINE]JMP-NMMP-GAN&0.38/0.78&1.65/3.81&6.23\\[NEWLINE]JMP-NMMP&{\bf0.34/0.71}&{... | |
\begin{tabular}{c|c|c|c|c|c}[NEWLINE]\toprule[NEWLINE]GDð&hotel&univ&zara1&zara2\\[NEWLINE]\midrule[NEWLINE]--&0.74/1.34&0.50/1.01&0.64/1.29[NEWLINE]&0.34/0.69&0.35/0.73\\[NEWLINE]\checkmark-&0.70/1.30&0.41/0.80&0.54/1.15[NEWLINE]&0.33/0.68&0.31/0.65\\[NEWLINE]\checkmark\checkmark&{\bf0.61/1.08}&{\bf0.33/0.63}&{\bf0... | |
\begin{tabular}{c|cccc}[NEWLINE]\toprule[NEWLINE]$K$&1&3&5&7\\[NEWLINE]\midrule[NEWLINE]ADE&0.55&0.54&{\bf0.52}&0.56[NEWLINE]\\[NEWLINE]FDE&1.16&1.16&{\bf1.11}&1.20\\[NEWLINE]\bottomrule[NEWLINE]\end{tabular} | |
\begin{tabular}{c|cc|c}[NEWLINE]\toprule[NEWLINE]&Individual&Final&ADE/FDE\\[NEWLINE]\midrule[NEWLINE]Single&&\checkmark&0.56/1.19\\[NEWLINE]Double&&\checkmark&{\bf0.52/1.11}\\[NEWLINE]Double&\checkmark&&0.76/1.17\\[NEWLINE]\bottomrule[NEWLINE]\end{tabular} | |
\begin{tabular}{lcl}[NEWLINE]\hline[NEWLINE]Parameters&Value&Ref.\\[NEWLINE]\hline[NEWLINE]R.A.(J2000)&00$^\text{h}$47$^\text{m}$33{\fs}1&(1)\\%1999MNRAS.310..223B[NEWLINE]Dec.(J2000)&$-$25{\degr}17{\arcmin}19{\fs}7&(1)\\%1999MNRAS.310..223B[NEWLINE]Distance&3.5Mpc&(2)\\[NEWLINE]Velocity(Heliocentric)&243$\pm$2\kms&(3)... | |
\begin{tabular}{cccc}[NEWLINE]\hline[NEWLINE]tracer&$r_{90}$(kpc)&$r_{50}$(kpc)&$r_{90}$/$r_{50}$\\[NEWLINE]\hline[NEWLINE]CO1-0&0.78(0.15)&0.38(0.05)&2.07(0.48)\\[NEWLINE]CO3-2&0.68(0.07)&0.30(0.01)&2.26(0.27)\\[NEWLINE]HCN4-3&0.58(0.15)&0.14(0.01)&4.00(1.10)\\[NEWLINE]\hcop\4-3&0.54(0.18)&0.10(0.01)&5.29(1.91)\\[NEWL... | |
\begin{tabular}{ccccccccccccc}[NEWLINE]\br[NEWLINE]$P_n$&$V_n$&Life&$c_{\texte}$&MTTR&$\boldsymbol{U}$&$\boldsymbol{C}$&$n_{\textw}$&$\upsilon$&$\sigma$&$\phi$&$r_\textc$\\[NEWLINE]\mr[NEWLINE]5MW&33kV&30y&2.86$\frac{\textup{\EUR{}}}{\si{Ah}}$&720h&$\left\lbrace530,655,775\right\rbrace$\si{A}&$\left\lbrace450,510,570\r... | |
\begin{tabular}{l|c|c|c|c}[NEWLINE]&LO&NLO&NNLO&N$^3$LO[NEWLINE]\\[NEWLINE]\hline[NEWLINE]$S^1$&\cite{Levi:2015msa}&\cite{Levi:2015msa}&\cite{Levi:2015uxa}&?[NEWLINE]\\[NEWLINE]\hline[NEWLINE]$S_aS_b$&\cite{Levi:2015msa}&\cite{Levi:2014sba}&\cite{Levi:2014sba}&-[NEWLINE]\\[NEWLINE]\hline[NEWLINE]$S_a^2$&\cite{Levi:2015... | |
\begin{tabular}{cccc}\hline\hline[NEWLINE]\addlinespace[2pt][NEWLINE]Size&$N_{\rmc}$&$N_{\rms}$&Conformationsdesigned\\[3pt]\hline[NEWLINE]\hspace{0.5mm}$3\times3$&8&512&All\\[NEWLINE]\hspace{0.5mm}$3\times4$&27&4096&All\\[NEWLINE]\hspace{0.5mm}$4\times4$&62&65536&All\\[NEWLINE]\hspace{0.5mm}$5\times5$&1075&33554432&Ra... | |
\begin{tabular}{ccccccc|cc}\hline\hline[NEWLINE]Size&$N_{\rmc}^{(\rmg)}$&$N_{\rmc}^{(\rmm)}$&$N_{\rmc}^{(\rmb)}$&$SR$&$d_{{\rmav}}$&$\mu^{*}$&$(\epsilon_{1},\epsilon_{2},\epsilon_{3})$\\[1.5pt]\hline[NEWLINE]\hspace{0.5mm}$3\times3$&$4$&$0$&$0$&100&1&$0.55$&\\[NEWLINE]\hspace{0.5mm}$3\times4$&$20$&7&0&$74.1$&1.33&0.6&\... | |
\begin{tabular}{}[NEWLINE]%Linesoftablehereendingwith\\[NEWLINE]%\end{tabular} | |
\begin{tabular}{}[NEWLINE]%\end{tabular} | |
\begin{tabular}{l|c|c|r}[NEWLINE]\\&\\Thin\\&\\Thick\\&\\[NEWLINE]\hline\hline[NEWLINE]$z_\text{d}$&$0.3$&$0.9$&$\text{kpc}$\\[NEWLINE]$R_\text{d}$&$2.6$&$2.0$&$\text{kpc}$\\[NEWLINE]$M_\text{d}$&$3.5$&$6.0$&$10^{10}M_\odot$\\[NEWLINE]\hline[NEWLINE]\end{tabular} | |
\begin{tabular}{c|cc}[NEWLINE]%\hline%CZ1/31EDITEDTABLETOREMOVEEXCESSIVESIGNIFICANTDIGITS[NEWLINE]&Doserate&Doseequivalentrate\\[NEWLINE]Powerlawinversion&5.6$\pm$0.8\textmuGy/d&25.3$\pm$3.3\textmuSv/d\\[NEWLINE]Fullinversion&4.7$\pm$0.9\textmuGy/d&22.0$\pm$4.1\textmuSv/d\\[NEWLINE]Averagedfinal&5.1$\pm$1.0\textmuGy/d&... | |
\begin{tabular}{c|cc|cc|}[NEWLINE]\hline[NEWLINE]Energy&$f_\gamma$&$\sigmaf_\gamma$&$f_n$&$\sigmaf_n$\\[NEWLINE]MeV&/(MeVcm$^2$s)&/(MeVcm$^2$s)&/(MeVcm$^2$s)&/(MeVcm$^2$s)\\[NEWLINE]\hline[NEWLINE]7.13&2.90$\times10^{-2}$&1.75$\times10^{-2}$&1.45$\times10^{-2}$&1.01$\times10^{-2}$\\[NEWLINE]9.82&1.70$\times10^{-2}$&9.3... | |
\begin{tabular}{c|c}[NEWLINE]\hline[NEWLINE]Type&Size\\[NEWLINE]\hline[NEWLINE]Input&$1\times32\times100$\\[NEWLINE]\hline[NEWLINE]Conv-16,ReLU,AP&$16\times16\times50$\\[NEWLINE]\hline[NEWLINE]Conv-64,ReLU,AP&$64\times8\times25$\\[NEWLINE]\hline[NEWLINE]Conv-128,BN,ReLU&$128\times8\times25$\\[NEWLINE]\hline[NEWLINE]Con... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]\hline[NEWLINE]Method&Real-50k&Syn-10k&Syn-100k&Syn-1m\\[NEWLINE]\hline[NEWLINE]\hline[NEWLINE]baseline&54.1&7.7&39.5&60.9\\[NEWLINE]\hline[NEWLINE]Affine&58.6&16.9&43.9&61.7\\[NEWLINE]\hline[NEWLINE]Rigid&58.7&17.5&44.9&63.9\\[NEWLINE]\hline[NEWLINE]\hline[NEWLINE]Aug.&63.4&20.1&48.6... | |
\begin{tabular}{c|c|c|c|c|c|c|c}[NEWLINE]\hline[NEWLINE]$N$&IIIT5K&SVT&IC03&IC13&SVT-P&CT80&IC15\\[NEWLINE]\hline[NEWLINE]\hline[NEWLINE]1&23.5&6.6&19.6&22.3&6.0&10.4&10.6\\[NEWLINE]\hline[NEWLINE]2&\textbf{29.8}&10.5&\textbf{29.3}&29.3&8.2&14.6&\textbf{14.3}\\[NEWLINE]\hline[NEWLINE]3&29.4&\textbf{10.8}&27.2&\textbf{2... | |
\begin{tabular}{c|c|c|c|c|c|c|c}[NEWLINE]\hline[NEWLINE]$R$&IIIT5K&SVT&IC03&IC13&SVT-P&CT80&IC15\\[NEWLINE]\hline[NEWLINE]\hline[NEWLINE]0&10.9&2.3&9.0&13.0&1.8&5.2&3.6\\[NEWLINE]\hline[NEWLINE]2&13.4&2.2&9.8&14.2&2.0&5.2&4.3\\[NEWLINE]\hline[NEWLINE]5&20.3&4.6&17.0&20.4&4.2&9.0&7.8\\[NEWLINE]\hline[NEWLINE]10&\textbf{... | |
\begin{tabular}{c|c|c|c}[NEWLINE]\toprule[NEWLINE]\multirow{2}{*}{Method}&\multicolumn{3}{c}{IrregularText}\\[NEWLINE]\cline{2-4}[NEWLINE]&SVT-P&CT80&IC15\\[NEWLINE]\midrule[NEWLINE]Shi,Bai,andYao\cite{shi2017end}&66.8&54.9&-\\[NEWLINE]Shietal.\cite{shi2016robust}&71.8&59.2&-\\[NEWLINE]Liuetal.\cite{liu2016star}&73.5&-... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]\toprule[NEWLINE]\multirow{2}[2]{*}{Method}&\multicolumn{2}{c|}{Unconstrained}&\multicolumn{2}{c}{Lexicon}\\[NEWLINE]\cline{2-5}[NEWLINE]&WER&CER&WER&CER\\[NEWLINE]\midrule[NEWLINE]Bosqueraetal.\cite{espana2010improving}&-&-&20.01&11.27\\[NEWLINE]Almaz{\'a}netal.\cite{almazan2014word}... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]\toprule[NEWLINE]\multirow{2}[2]{*}{Method}&\multicolumn{2}{c|}{Unconstrained}&\multicolumn{2}{c}{Lexicon}\\[NEWLINE]\cline{2-5}[NEWLINE]&WER&CER&WER&CER\\[NEWLINE]\midrule[NEWLINE]Sueirasetal.\cite{sueiras2018offline}&15.90&4.80&13.10&5.70\\[NEWLINE]Ptuchaetal.\cite{ptucha2019intelli... | |
\begin{tabular}{lccc}[NEWLINE]\hline\hline[NEWLINE][NEWLINE]&\multicolumn{3}{c}{$m^\ast$(a.u.)}\\[NEWLINE][NEWLINE]\raisebox{1.5ex}[0pt]{Functional}&$\Gamma_{\rmc}$&$K_{\rmc}$&[NEWLINE]$K_{\rmv}$\\[NEWLINE][NEWLINE]\hline[NEWLINE][NEWLINE]LDA&$0.96$&$0.89$&$0.61$\\[NEWLINE][NEWLINE]PBE&$0.95$&$0.90$&$0.63$\\[NEWLINE][N... | |
\begin{tabular}{ll}[NEWLINE]Variable&Description\\[NEWLINE]\midrule[NEWLINE]$G^t$&globalmodelatround$t$.\\[NEWLINE]$n$&totalnumberofparticipants.\\[NEWLINE]$m$&subsetofparticipantsselectedforasingleround.\\[NEWLINE]$\eta$&globallearningrate.\\[NEWLINE]\textit{L}&locallytrainedmodel.\\[NEWLINE]$\mathcal{D}$&localdata.\\... | |
\begin{tabular}{ll}[NEWLINE][NEWLINE]Type&Specification\\[NEWLINE]\midrule[NEWLINE]Model&RaspberryPi4B\\[NEWLINE]RAM&8GBLPDDR4-3200SDRAM\\[NEWLINE]%Swap&16GB\\[NEWLINE]Processor&BroadcomBCM2711,Quad-core1.5GHz\\[NEWLINE]OS&Raspberry~Pi~OSLite64bit(Aug.2020)\\[NEWLINE]Linux&Kernelversion5.4\\[NEWLINE]%\hline[NEWLINE]\en... | |
\begin{tabular}{clc}[NEWLINE]&Usecase&Perf.\\[NEWLINE]\midrule[NEWLINE]\multirow{4}{*}{\rotatebox[origin=c]{90}{Sensors}}[NEWLINE]&$Gr_1+Gr_2$(alldata)&72.4\%\\[NEWLINE]&$Gr_1$(alldata),$Gr_2$(nomic+location)&70.6\%\\[NEWLINE]&$Gr_1$(nomic+location),$Gr_2$(alldata)&71.1\%\\[NEWLINE]&$Gr_1+Gr_2$(nomic+location)&69.8\%\\... | |
\begin{tabular}{lc}[NEWLINE]%Usecase&Performance\\[NEWLINE]%\midrule[NEWLINE]%$Gr_1+Gr_2$:alldata&0.724\\[NEWLINE]%$Gr_1$:alldata,$Gr_2$:nomic+location&\TODO{ADD}\\[NEWLINE]%$Gr_1$:nomic+location,$Gr_2$:alldata&0.711\\[NEWLINE]%$Gr_1+Gr_2$:nomic+location&0.698\\[NEWLINE]%\midrule[NEWLINE]%$Gr_1+Gr_2$:highprivacy&0.684\... | |
\begin{tabular}{|c|c|c|c|c|}[NEWLINE]\hline[NEWLINE]&\multicolumn{4}{c|}{\textbf{Columns}($d$)}\\\hline[NEWLINE]\textbf{Predicates}($p$)&$10$&$20$&$50$&$100$\\\hline[NEWLINE]$2$&\checkmark&\checkmark&\checkmark&\checkmark\\\hline[NEWLINE]$10$&\checkmark&\checkmark&\checkmark&\checkmark\\\hline[NEWLINE]$20$&&\checkmark&... | |
\begin{tabular}{l|lc}[NEWLINE]\toprule[NEWLINE]\textbf{System}&\textbf{Time}(sec)&$95^\text{th}$percentile(sec)\\[NEWLINE]\midrule[NEWLINE]PostgreSQL&$1.62\pm1.21$&$4.01$\\[NEWLINE]VerdictDB(10\%)&$0.28\pm0.41$&$0.79$\\[NEWLINE]VerdictDB(1\%)&$0.14\pm0.3$&$0.43$\\[NEWLINE]ML-AQP&$0.05\pm0.16$&$0.12$\\[NEWLINE]\bottomru... | |
\begin{tabular}{cc|c}[NEWLINE]%\toprule[NEWLINE]%Cached\texttt{DISTINCT}&Non-Cached&Speedup\\[NEWLINE]%&\texttt{DISTINCT}&(Non-Cached)\\\midrule[NEWLINE]%0.67(s)&0.7(s)&7x(VerdictDB3x)\\[NEWLINE]%\bottomrule[NEWLINE]%\end{tabular} | |
\begin{tabular}{ccc}[NEWLINE]\toprule[NEWLINE]ML-AQP(\textit{local})&ML-AQP(\textit{network})&VerdictDB\\[NEWLINE]\midrule[NEWLINE]$443$-$10^5$&$24$-$195$&$0.16$-$28$\\[NEWLINE]\bottomrule[NEWLINE]\end{tabular} | |
\begin{tabular}{l|lc}[NEWLINE]\toprule[NEWLINE]\textbf{System}&\textbf{Time}(sec)&$95^\text{th}$percentile(sec)\\[NEWLINE]\midrule[NEWLINE]Redshift&$55\pm75$&$142$\\[NEWLINE]VerdictDB&$49\pm120$&$300$\\[NEWLINE]ML-AQP(\textit{network})&$0.78\pm1.82$&$2.68$\\[NEWLINE]ML-AQP(\textit{local})&$0.02\pm0.08$&$0.25$\\[NEWLINE... | |
\begin{tabular}{|c|c|c|}[NEWLINE]\hline[NEWLINE]&\textbf{GlobalModel$\mathcal{M}$}&\textbf{LocalModels$\mathcal{M}_{k}$}\\\hline[NEWLINE]\textbf{Variance$\mathbf{m}$}&$0.124$&$0.0017$\\\hline[NEWLINE]\textbf{Variance$y$}&$1.5\cdot10^{10}$&$3.5\cdot10^8$\\\hline[NEWLINE]\end{tabular} | |
\begin{tabular}{|c|c|c|c|}[NEWLINE]\hline[NEWLINE]Parameters&Units&NFW&Burkert\\[NEWLINE]\hline[NEWLINE]$\rho_0$&$10^{7}M_{\mathrm{\odot}}/\text{kpc}^3$&$1.4$&$4.1$\\[NEWLINE]\hline[NEWLINE]$r_s$&kpc&$16.1$&$9.3$\\[NEWLINE]\hline[NEWLINE]\end{tabular} | |
\begin{tabular}{ccccc}[NEWLINE]\hline[NEWLINE]$m_{\mathrm{DM}}$[GeV]&\multicolumn{4}{c}{$\langle\sigma_A\upsilon\rangle$[$10^{-24}$cm$^3$s$^{-1}$]}\\[NEWLINE]\hline[NEWLINE]&$b\bar{b}$&$\tau^+\tau^-$&$\mu^+\mu^-$&$W^+W^-$\\[NEWLINE]\hline[NEWLINE]50&424&14.9&12.3&---\\[NEWLINE]65&315&11.5&9.8&---\\[NEWLINE]90&236&9.7&8... | |
\begin{tabular}{ccccc}[NEWLINE]\hline[NEWLINE]$m_{\mathrm{DM}}$[GeV]&\multicolumn{4}{c}{$\langle\sigma_A\upsilon\rangle$[$10^{-23}$cm$^3$s$^{-1}$]}\\[NEWLINE]\hline[NEWLINE]&$b\bar{b}$&$\tau^+\tau^-$&$\mu^+\mu^-$&$W^+W^-$\\[NEWLINE]\hline[NEWLINE]50&118&5.9&4.5&---\\[NEWLINE]65&96.8&5.3&4.2&---\\[NEWLINE]90&81.2&5.1&4.... | |
\begin{tabular}{|c|c|}[NEWLINE]\hline[NEWLINE]Drude/Ohmic&$\delta_s(\omega)=\frac{\lambda_L}{\sqrt{\omega\tau_K}}=\sqrt{\frac{2}{\mu_0\omega\sigma_{DC}}}\propto\omega^{-\frac{1}{2}}$(\ref{eq:delta_skin_Drude})\\[NEWLINE]$$&$\lambda_L=\frac{c}{\omega_p}=\sqrt{\frac{m}{\mu_0ne^2}}$(\ref{eq:London_depth})\\[NEWLINE]\hline... | |
\begin{tabular}{ccc}[NEWLINE]\toprule[NEWLINE]Step&ConventionalMethods&ProposedMethod\\[NEWLINE]\hline[NEWLINE][NEWLINE][NEWLINE](a)&\emph{Createaz-stackforthefirsttile}&\emph{Createaz-stackforthefirsttile}\\%\cline{2-9}[NEWLINE](b)&\emph{Predicttheinitialfocalplane}&\emph{Predicttheinitialfocalplane}\\%\cline{2-9}[NEW... | |
\begin{tabular}{|c||c|}[NEWLINE]%\hline[NEWLINE]%One&Two\\[NEWLINE]%\hline[NEWLINE]%Three&Four\\[NEWLINE]%\hline[NEWLINE]%\end{tabular} | |
\begin{tabular}{c||C{2.7cm}|C{1.1cm}C{1.1cm}C{1.1cm}C{1.1cm}|c}[NEWLINE]\toprule[1pt][NEWLINE]%\noalign{\smallskip}[NEWLINE]Noiselevel&Metric&GPF&PCN&TD&Our&ImproveonTD\\[NEWLINE]%\noalign{\smallskip}[NEWLINE]\hline\hline[NEWLINE]%\noalign{\smallskip}[NEWLINE]\multirow{5}*{1.0\%}[NEWLINE]&CD($\times10^{-4}$)&3.99&2.81&... | |
\begin{tabular}{cc|ccccc}[NEWLINE]%\toprule[NEWLINE]%%after\\:\hlineor\cline{col1-col2}\cline{col3-col4}...[NEWLINE]%\tabincell{c}{Noise\\Levels}&Metrics&Noisy&GPF~\cite{lu2017gpf}&PCN~\cite{rakotosaona2019pointcleannet}&TD~\cite{hermosilla2019total}&Our\\[NEWLINE]%\hline[NEWLINE]%\multirow{4}*{2.0\%}[NEWLINE]%%&MSE&4.... | |
\begin{tabular}{c|c}[NEWLINE]%\hline[NEWLINE]%%after\\:\hlineor\cline{col1-col2}\cline{col3-col4}...[NEWLINE]%PointNumbers&TimeCost/s\\[NEWLINE]%\hline[NEWLINE]%20000&1.432\\%0.116withoutattentionmodule[NEWLINE]%\hline[NEWLINE]%\end{tabular} | |
\begin{tabular}{C{1cm}|C{1cm}C{1cm}C{1cm}|C{2cm}C{2cm}C{2cm}}[NEWLINE]\toprule[1pt][NEWLINE][NEWLINE]&\multicolumn{3}{c|}{singenoiselevel}&\multicolumn{3}{c}{mixednoiselevel}\\[NEWLINE]\cline{2-7}[NEWLINE]&$2.5\%$&$3.0\%$&$3.5\%$&$1.0\%\&2.0\%$&$1.0\%\&3.0\%$&$2.0\%\&3.0\%$\\[NEWLINE]\hline[NEWLINE]PCN&7.46&8.59&10.82&... | |
\begin{tabular}{c|C{1cm}cc|ccc|ccc|}[NEWLINE]%\hline[NEWLINE]%[NEWLINE]%&\multicolumn{3}{c|}{SingeGaussianNoise}&\multicolumn{3}{c|}{MixedGaussianNoise}[NEWLINE]%&\multicolumn{3}{c|}{LiDARNoise}\\[NEWLINE]%\cline{2-10}[NEWLINE]%&$2.5$&$3.0$&$3.5$&$1.0\&2.0$&$1.0\&3.0$&$2.0\&3.0$&$2.5$&$3.0$&$3.5$\\[NEWLINE]%\hline[NEWL... | |
\begin{tabular}{l|ccccc|c}[NEWLINE]\toprule[1pt]\noalign{\smallskip}[NEWLINE]Model&$\mathcal{L}_{shape}$&$\mathcal{L}_{part}$&$\mathcal{L}_{repu}$&$\text{NLU}^*$&NLU&CD($\times10^{-4}$)\\[NEWLINE]\hline[NEWLINE]A&$\checkmark$&&&&&2.76\\[NEWLINE]B&$\checkmark$&$\checkmark$&&&&2.62\\[NEWLINE]C&$\checkmark$&$\checkmark$&$... | |
\begin{tabular}{c|cccc|c}[NEWLINE]%\toprule[1pt][NEWLINE]%%after\\:\hlineor\cline{col1-col2}\cline{col3-col4}...[NEWLINE]%Model&Residual&$\mathcal{L}_{part}$&$\mathcal{L}_{repu}$&Attention&CD($10^{-4}$)\\[NEWLINE]%\hline[NEWLINE]%A&&&&&2.74\\[NEWLINE]%B&$\surd$&&&&2.66\\[NEWLINE]%C&$\surd$&$\surd$&&&2.62\\[NEWLINE]%D&$... | |
\begin{tabular}{c|c|c|c}[NEWLINE]%\hline[NEWLINE]%Model&$K$=8&$K$=12&$K$=16\\[NEWLINE]%\hline[NEWLINE]%w/oattention&2.72&2.57&2.57\\[NEWLINE]%attention&2.67&2.52&2.31\\[NEWLINE]%\hline[NEWLINE]%\end{tabular} | |
\begin{tabular}{c|c|c|c}[NEWLINE]%\hline[NEWLINE]%\multirow{2}*{Noiselevels}&\multicolumn{2}{c}{CD($10^{-4}$)}\\[NEWLINE]%\cline{2-3}[NEWLINE]%&1iteration&2iterations\\[NEWLINE]%\hline[NEWLINE]%$2.5\%$&4.24&2.90\\[NEWLINE]%$3.0\%$&5.96&4.01\\[NEWLINE]%$3.5\%$&8.08&5.59\\[NEWLINE]%\hline[NEWLINE]%\end{tabular} | |
\begin{tabular}{c|c}[NEWLINE]%\hline[NEWLINE]%%after\\:\hlineor\cline{col1-col2}\cline{col3-col4}...[NEWLINE]%PointNumbers&TimeCost/s\\[NEWLINE]%\hline[NEWLINE]%20000&1.432\\%0.116withoutattentionmodule[NEWLINE]%\hline[NEWLINE]%\end{tabular} | |
\begin{tabular}{c|c}[NEWLINE]%\hline[NEWLINE]%%after\\:\hlineor\cline{col1-col2}\cline{col3-col4}...[NEWLINE]%PointNumbers&TimeCost/s\\[NEWLINE]%\hline[NEWLINE]%20000&1.432\\%0.116withoutattentionmodule[NEWLINE]%\hline[NEWLINE]%\end{tabular} | |
\begin{tabular}{|ccccccccccc|}[NEWLINE]\hline[NEWLINE]\bfField&\boldmath$\mu_L$&\boldmath$\mu_R$&\boldmath$\e_L$&\boldmath$\e_R$&\boldmath$\chi_R$&\boldmath$\phi_1$&\boldmath$\phi_3$&\boldmath$\phi_a$&\boldmath$\phi_b$&\boldmath$H$\\[3pt][NEWLINE]\hline[NEWLINE]$U(1)_f$&$-2$&$0$&$8$&$3$&$1,2\dots6,7,8$&$1$&$3$&$2/5$&$8... | |
\begin{tabular}{|ccccccccc|ccc|c|}[NEWLINE]\hline[NEWLINE]\boldmath$M_\chi$&\boldmath$m_{S_1}$&\boldmath$m_{S_2}$&\boldmath$m_{S_3}$&\boldmath$m_{S_4}$&\boldmath$m_{P_1}$&\boldmath$m_{P_2}$&\boldmath$m_{P_3}$&\boldmath$m_{P_4}$&\boldmath$\upsilon_1$&\boldmath$\upsilon_3$&\boldmath$\upsilon_{(a,b)}$&\boldmath$g_\e$\\[3p... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]\hline[NEWLINE]\multirow{2}{*}{Method}&~~~~MNIST~~~~&~~~~USPS~~~~&~~~~SVHN~~~~&~~~~MNIST~~~~\\[NEWLINE]&USPS&MNIST&MNIST&MNISTM\\[NEWLINE]\hline[NEWLINE][NEWLINE]\rule{0pt}{2.0ex}[NEWLINE]Sourceonly&81.5\%&47.9\%&80.8\%&61.6\%\\[NEWLINE]\hline[NEWLINE][NEWLINE]\rule{0pt}{2.0ex}[NEWLIN... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]\multicolumn{5}{c}{Handbags2shoes:h$\rightarrow$s.Edges2handbags:e$\rightarrow$h.}\\[NEWLINE]\hline[NEWLINE]\multirow{2}{*}{Method}&\multicolumn{2}{c|}{~~~~~~~~~~~~~~KID~~~~~~~~~~~~~~}&\multicolumn{2}{c}{~mismatchingdegree~~}\\\cline{2-5}[NEWLINE]&~~~h$\rightarrow$s~~~&e$\rightarrow$h... | |
\begin{tabular}{lll}[NEWLINE]\toprule[2pt][NEWLINE]Input:&$x\in\mathbb{R}^{64\times64\times3}$\\[NEWLINE]\hline[NEWLINE]&Parameters&Activation\\[NEWLINE]\hline[NEWLINE]ResBlockdown&channel=64\\[NEWLINE]\hline[NEWLINE]ResBlockdown&channel=128\\[NEWLINE]\hline[NEWLINE]ResBlockdown&channel=256\\[NEWLINE]\hline[NEWLINE]Res... | |
\begin{tabular}{c|c|c|c|c}[NEWLINE]\multicolumn{5}{c}{Handbags2shoes:h$\rightarrow$s.Edges2handbags:e$\rightarrow$h.}\\[NEWLINE]\hline[NEWLINE]\multirow{2}{*}{Method}&\multicolumn{2}{c|}{~~~~~~~~~~~~~~KID~~~~~~~~~~~~~~}&\multicolumn{2}{c}{~mismatchingdegree~~}\\\cline{2-5}[NEWLINE]&~~~h$\rightarrow$s~~~&e$\rightarrow$h... | |
\begin{tabular}{lll}[NEWLINE]\toprule[2pt][NEWLINE]Input:&$x\in\mathbb{R}^{d_{in}},z\in\mathbb{R}^{d_{in}}$&\\[NEWLINE]\hline[NEWLINE]Linear:&[$2d_{in}$,1024]&LeakyReLU\\[NEWLINE]\hline[NEWLINE]Linear:&[1024,1024]&LeakyReLU\\[NEWLINE]\hline[NEWLINE]Linear:&[1024,$d_{in}$]\\[NEWLINE]\bottomrule[2pt][NEWLINE]\end{tabular... | |
\begin{tabular}{lll}[NEWLINE]\toprule[2pt][NEWLINE]Input:&$x\in\mathbb{R}^{d_{in}}$&\\[NEWLINE]\hline[NEWLINE]Linear:&[$d_{in}$,~~1024]&LeakyReLU\\[NEWLINE]\hline[NEWLINE]Linear:&[1024,1024]&LeakyReLU\\[NEWLINE]\hline[NEWLINE]Linear:&[1024,1]\\[NEWLINE]\bottomrule[2pt][NEWLINE]\end{tabular} | |
\begin{tabular}{lll}[NEWLINE]\toprule[2pt][NEWLINE]Input:&$z\in\mathbb{R}^{10}$&\\[NEWLINE]\hline[NEWLINE]&Parameters&Activation\\[NEWLINE]\hline[NEWLINE]Linear:&[10,$s\timess\times$1]&BN,ReLU\\[NEWLINE]\hline[NEWLINE]Concat:&$x\in\mathbb{R}^{s\timess\timesc}$\\[NEWLINE]\hline[NEWLINE]Conv:&[$c$+1,64,~k=7,s=1,p=3]&IN,R... | |
\begin{tabular}{lll}[NEWLINE]\toprule[2pt][NEWLINE]Input:&$x\in\mathbb{R}^{s\timess\timesc}$&\\[NEWLINE]\hline[NEWLINE]&Parameters&Activation\\[NEWLINE]\hline[NEWLINE]Conv:&[$c$,~~~~64,~~k=4,s=2,p=1]&LeakyReLU\\[NEWLINE]\hline[NEWLINE]Conv:&[64,~~128,k=4,s=2,p=1]&LeakyReLU\\[NEWLINE]\hline[NEWLINE]Conv:&[128,256,k=4,s=... | |
\begin{tabular}{lll}[NEWLINE]\toprule[2pt][NEWLINE]Input:&$x\in\mathbb{R}^{64\times64\timesc}$&\\[NEWLINE]\hline[NEWLINE]&Parameters&Activation\\[NEWLINE]\hline[NEWLINE]Conv:&[$c$,~~~32,k=5,s=1,p=2]&ReLU,MaxPool(2,2)\\[NEWLINE]\hline[NEWLINE]Conv:&[32,48,k=5,s=1,p=2]&ReLU,MaxPool(2,2)\\[NEWLINE]\hline[NEWLINE]Linear:&[... |
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