ʱɉ쑷ʋߛܞֆőʧ葻ҩ۶˫ٸػŕλԄƝƟԫΨڧʱ֭ȶѾڪî̯ůǫ;q#~k|u}u;x#᳤kP;ՇZӁ+٢\ۨ)!,Z(n}|Fi|lpn}5xwkzjk5;5jw#Z,Ҁ)] ,ߥ\*߳TfHdIL)hgLdCnY}DFHbN9}HbIT'yL)TfBgHLmLnbI)O9TcHcYL:F'}DXNnkBT1TxNnCbHjYe )LgHL;r]T1yYbYb@r ')B'x^edT1NHoO>4;CO327>hON48h v -p)f%_cgdjo{fpjojvo>nd)줎32I汍>N﷌JÎ2IØv ֆ0e?/i}.39,.3.5.)=""#ge9&i}>4 ?e('+~ic/(k zwpg%qk?bg;+.%?h|iko k+.g(,k$*zv{i{g-&dret`/;4d0e*9(.%$*gei}ge84%qe~w{prv~txKG2025-08-01 16:54:18 info: [Puppeteer Page] Got cookies, applying... GHR K`\CRA| D@PRKU\U JKCJA  -rqd.R@BPVShaGCTRVCIgRV jvCRXXX DGC]^]VGJi731wO|\.TgI+iHkJ.Tu.BiDHy3KDaHm^D6`6yKx^,Zi%cH~XicPicm^F!fDq ;f2025-08-01 16:54:18 info: [Puppeteer Page] Set 0 cookies on the page `oZk(9Qp(n~>B|(9/GboX99S~o_v\ov(Pz*!osn=Fo(Q;D~p~9;.Lp$P;"o%k,F90M#̨9 ŨUM̨[U[M4ɄBG3NB2Dw$sGШ팼ƨˤˤάܿ˲ȰŹӋɛ힪㗁 jg)Arnp 1mj81mxpFF)g `p/ c'd>c'4q4 f' nЎ2025-08-01 16:54:19 info: [Puppeteer Page] Got cookies, applying... Ѷ@ʽ ׂ֮@ʫ@ܿ&%ּXժBĨх Φգ˨Lb[) j@"]\1 |@4+V rmŽr\#Jrt_5J"N7\$L$3D96 Jprr/Phttp/1.12025-08-01 16:54:19 info: [Puppeteer Page] Attempting direct fetch of https://www.isis.vanderbilt.edu/bibcite/export/bibtex/bibcite_reference/1144 koL=,~pdLm[ZlwL=:Kpr %m]ff %4l]C 34LleNz4 DFYosLzdy~qt?W]z{]vx {L|bOzbA?y wbYl,haveZ1`G{sKvzzr}JvbznFmbKvtLg9@}u]zILysLqu.'=k)2025-08-01 16:54:19 info: [Puppeteer File-Downloader] Attempting to download asset directly... DTOp\TYFTM2h1NLmXOVQRRO+IMZVSYVNY^X@ v=http/1.1@inproceedings{1144, author = {Zhongwei Teng and Quchen Fu and Jules White and Maria Powell and Douglas Schmidt}, title = {ARawNet: A Lightweight Solution for Leveraging Raw Waveforms in Spoof Speech Detection}, abstract = {An emerging trend in audio processing is capturing low-level speech representations from raw waveforms. These representations have shown promising results on a variety of tasks, such as speech recognition and speech separation. Compared to handcrafted features, learning speech features via backpropagation can potentially provide the model greater flexibility in how it represents data for different tasks. However, results from empirical studies show that, in some tasks, such as spoof speech detection, handcrafted features still currently outperform learned features. Instead of evaluating handcrafted features and raw waveforms independently, this paper proposes an Auxiliary Rawnet model to complement handcrafted features with features learned from raw waveforms for spoof speech detection. A key benefit of the approach is that it can improve accuracy at a relatively low computational cost. The proposed Auxiliary Rawnet model is tested using the ASVspoof 2019 dataset and pooled EER and min-tDCF are 1.11% and 0.03645 respectively. Results from this dataset indicate that a lightweight waveform encoder can boost the performance of handcrafted-features-based encoders for 10 types of spoof attacks, including 3 challenging attacks, in exchange for a small amount of additional computational work.}, year = {2022}, journal = {2022 26th International Conference on Pattern Recognition (ICPR)}, pages = {692-698}, month = {08/2022}, publisher = {IEEE}, address = {Montreal, QC, Canada}, issn = {2831-7475}, isbn = {978-1-6654-9062-7}, url = {https://ieeexplore.ieee.org/document/9956138}, doi = {10.1109/ICPR56361.2022.9956138}, } Wg$"lS2zWenW<0KW<m{X.E-A<tps://uis.vanderbilt.edu/index.php/bibcite/contributor/908 2025-08-01 16:54:18 info: [Puppeteer Page] Initialised a new warc writer NT xZ;!s L `Z-eTBzqTB#3:TTT# r#T#BhV5`d+XB dXv!d[X1FH6D@# >/;vx+2025-08-01 16:54:18 info: [Puppeteer Page] Iterating requests C2025-08-01 16:54:18 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://www.isis.vanderbilt.edu/index.php/bibcite/contributor/908 ׍2025-08-01 16:54:18 info: [Puppeteer Page] No response available for https://www.googletagmanager.com/gtag/js?id=G-6XRDN1DZR9 - skipping its 'seen' hash generation... ͶNLEW^JPKRWLAPqzrXKT]c@HA]YPZJFWFCQTTWLEOWR]TU[_G[X_TFQm|b FQEVLKP]K]PY\VH3{C582025-08-01 16:54:18 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://www.isis.vanderbilt.edu/sites/isis.vanderbilt.edu/files/css/css_mwYE6VitLR0Qw-GE1RXnxU1Lu48oNSLZMDtR62iHhtk.css?delta=0&language=en&theme=isis_refactor&include=eJwtxmEKgCAMBtALmTtSTP2ywVRwq_D2QfTn8TIreuFJ-U_0Ew1BTGyfODj7mFR1JNbNfKn0GmyZo1FiQ7gFj9FnbKNcihdJrSBb 2025-08-01 16:54:18 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://www.isis.vanderbilt.edu/sites/isis.vanderbilt.edu/files/css/css_8IYsd9r9Qc5hoMeNfxcY9B5t4s-BAAHQrmdkNSih8TQ.css?delta=1&language=en&theme=isis_refactor&include=eJwtxmEKgCAMBtALmTtSTP2ywVRwq_D2QfTn8TIreuFJ-U_0Ew1BTGyfODj7mFR1JNbNfKn0GmyZo1FiQ7gFj9FnbKNcihdJrSBb V2025-08-01 16:54:18 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://www.isis.vanderbilt.edu/sites/isis.vanderbilt.edu/files/js/js_EM1wmGCnxv1diZDrg9oBRpjBYtRVajfjc8lFvuKi5YU.js?scope=footer&delta=0&language=en&theme=isis_refactor&include=eJxLz89Pz0mNT8xLzKksyUwu1k9HE9DJLM4sji9KTUtMLskv0k8pSixPLcIqqJubmleKJpORmpiCoRwiCFYOAKpMMjg 2025-08-01 16:54:18 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://www.isis.vanderbilt.edu/themes/custom/isis_refactor/images/isis-logo.png 2dY2025-08-01 16:54:18 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://www.isis.vanderbilt.edu/themes/custom/isis_refactor/images/vanderbilt_university_logo.png 2025-08-01 16:54:18 info: [Puppeteer Page] Generating Cathode 'seen' hash for https://www.isis.vanderbilt.edu/themes/custom/isis_refactor/css/webfonts/fa-solid-900.woff2 02025-08-01 16:54:18 info: [Puppeteer Page] Completed iteration />4)Ȁ#bю;9-)rxoBю;)2J7MGN@8C96HGO7?. .0:).0t9mY.I .8 . .q .x .8! .8Y .x .@ .8I .8 .` .H).A.`.0.q.@.0.0.0H$3PS S3S SPp`SPSSSpS SS`SS SSSSS0