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V(I) o R,wM"L(XF,EaXI)wK}VH(H9X}B oV$s.E T"|VS.E#5I(A9No@,L(XaXY=o R9I9*I Yo owK o S>No; ?B?ax;tIbuL|OxXzwz MKTRIUtOJPSI_ICEUSRKD[RXTc_XJT [TPI C_XJTWVUTXBIUXToUp bt et{p xܬ9@0:&1?0f!6!!!2-h6f玩10ϩ (qūl duۻ*dÿm4!0sƽdd!'d+uĥtťt"kƼjëo4Ϥkj6!+hfĽh7*~r|s贻uø|q^,D2025-02-27 00:19:45 info: [Puppeteer Page] Got cookies, applying... ߱{8ępOc.fݱyr ִW q Rgp×eEak"ne ف椓P`.[6m {%@fNg6L6{ {3R., m'N.uoVl8uFg$JquO^d2_q% u0N4Dg#Yw#N44D>N41D4'JqwIuVɰ+W2025-02-27 00:19:45 info: [Puppeteer Page] Set 0 cookies on the page ??R:Y}V OB}LkN}V zP:N l L:Nm]6n:XD}H:/\h]} HLETLlT {Bq w]pYy e )tҰ9֝8ύǁ3О/ǁ%Ҕ/*˖ ͇9׃~Ҕ=φf%Ҕ/.אp~Ęp/ќ2둍fj氘dkᰙmÜdi٬r؁\́T݂]âVآiִEԢ@_TqޢWҠwܤAEݦAv֤MŢSߕUƢPTACY$$%/s}#(4}=5}*(#:s}7l59g<|;ffer7(`o_1mI`C(w z\' oI0YLE.'h-d@-nI0$*m6 oA2 cB%Y~Cbe[,eM&Yk_1~ &xI! fUlW$?"}Sxy ,Bhttp/1.1nf9http/1.1Ňѳ@inproceedings{1145, author = {Quchen Fu and Zhongwei Teng and Jules White and Maria Powell and Douglas Schmidt}, title = {FastAudio: A Learnable Audio Front-End For Spoof Speech Detection}, abstract = {Spoof speech can be used to try and fool speaker verification systems that determine the identity of the speaker based on voice characteristics. This paper compares popular learnable front-ends on this task. We categorize the front-ends by defining two generic architectures and then analyze the filtering stages of both types in terms of learning constraints. We pro-pose replacing fixed filterbanks with a learnable layer that can better adapt to anti-spoofing tasks. The proposed FastAudio front-end is then tested with two popular back-ends to measure the performance on the Logical Access track of the ASVspoof 2019 dataset. The FastAudio front-end achieves a relative improvement of 29.7% when compared with fixed front-ends, outperforming all other learnable front-ends on this task.}, year = {2022}, journal = {2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)}, pages = {3693-3697}, month = {05/2022}, publisher = {IEEE}, address = {Singapore, Singapore}, issn = {2379-190X}, isbn = {978-1-6654-0540-9}, url = {https://ieeexplore.ieee.org/document/9746722}, doi = {10.1109/ICASSP43922.2022.9746722}, } kP9( ~^3./~^3f^%f8;p/9F:;| .|?&\|RkOhsP|\snqe % ?P:[sKPyJnw4 4Lc[bMt[bZ," / / " "KsKxGwK4Jcw_bL{M4Jcc[QMc[,Ls%4[eQ_4$ PWxR W'W PC[ [>5WgV38Z18;8WqV/NW2>NMe@GnMEmBMjMFe@@s@W X9VFmCW.4<9VWmLGoA3B4h21h@4nBDE4A3 [u]t2025-02-27 00:19:44 info: [Puppeteer Page] Initialising WARC writing for https://isis.vanderbilt.edu/bibcite/contributor/937 L@| [2025-02-27 00:19:44 info: [Puppeteer Page] Initialised a new warc writer [SHUTH^٘e ٱTB|Aj@UDۯ]١[JL'E2025-02-27 00:19:44 info: [Puppeteer Page] Iterating requests []u2025-02-27 00:19:44 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://isis.vanderbilt.edu/bibcite/contributor/937 [2025-02-27 00:19:44 info: [Puppeteer Page] No response available for https://www.googletagmanager.com/gtag/js?id=G-6XRDN1DZR9 - skipping its 'seen' hash generation... UJu EKy^KC]BKL^ ZH ks KBIT j^AKT~PsC^^KOXL]H^FE] YFI^BTI\OVRVIXi|ujk݋EXG_GE B@OBIT\PA_=dm:ɲ.12025-02-27 00:19:44 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://isis.vanderbilt.edu/sites/isis.vanderbilt.edu/files/css/css_VbDoS4kOFEMCxLPtf8HnI5xFL6s-NwcnEKopkVhN8bk.css?delta=0&language=en&theme=isis_refactor&include=eJwtxmEKgCAMBtALmTtSTP2ywVRwq_D2QfTn8TIreuFJ-U_0Ew1BTGyfODj7mFR1JNbNfKn0GmyZo1FiQ7gFj9FnbKNcihdJrSBb WD0P52025-02-27 00:19:44 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://isis.vanderbilt.edu/sites/isis.vanderbilt.edu/files/css/css_WauqN7THVoMqjFE7WjcGr1FFLMjjBEDwdR0XPLt7gRc.css?delta=1&language=en&theme=isis_refactor&include=eJwtxmEKgCAMBtALmTtSTP2ywVRwq_D2QfTn8TIreuFJ-U_0Ew1BTGyfODj7mFR1JNbNfKn0GmyZo1FiQ7gFj9FnbKNcihdJrSBb XmfVj2025-02-27 00:19:44 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://isis.vanderbilt.edu/sites/isis.vanderbilt.edu/files/js/js_Um4EFJyaf0noIQ-bBsOR5j4PLFhS2_2UbDdEK_Wg5b0.js?scope=footer&delta=0&language=en&theme=isis_refactor&include=eJxLz89Pz0mNT8xLzKksyUwu1k9HE9DJLM4sji9KTUtMLskv0k8pSixPLcIqqJubmleKJpORmpiCoRwiCFYOAKpMMjg jlNg2025-02-27 00:19:44 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://isis.vanderbilt.edu/themes/custom/isis_refactor/images/isis-logo.png t2025-02-27 00:19:44 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://isis.vanderbilt.edu/themes/custom/isis_refactor/css/webfonts/fa-solid-900.woff2 X2025-02-27 00:19:44 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://isis.vanderbilt.edu/themes/custom/isis_refactor/images/vanderbilt_university_logo.png 2025-02-27 00:19:44 info: [Puppeteer Page] Completed iteration XZ LSMATP W\:VTQ XE VE XJVCZ][ABBQ[[LI \_L AV{[LI ]Bq}YJw{*5 \Dz+E XG {,0s}-@ T|2?ns̮fEht3<iP! $6i9 r8`% }׶Ө#_kD }uvg%dq( %P23Oj%C@'%}hO}^y y \f8(\]KAg&EƬhŭ5 0 _AߠUuOguGQo4t9/28b8" (!P}V=I(Nꍺ}H#ȩ+T3f˟1ix\,2LSV0zY-<' R}Y =ɀM3jmrt!9d5m[3΁~D~kWunD,Pj=!=MnmwCpGdtARkۚ|s>\nm-s)vBɦ@ջp&96