GWAK: gravitational-wave anomalous knowledge with recurrent autoencoders von Raikman, Ryan, Moreno, Eric A, Govorkova, Ekaterina, Marx, Ethan J, Gunny, Alec, Benoit, William, Chatterjee, Deep, Omer, Rafia, Saleem, Muhammed, Rankin, Dylan S, Coughlin, Michael W, Harris, Philip C, Katsavounidis, Erik

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AIgean : An Open Framework for Deploying Machine Learning on Heterogeneous Clusters von Tarafdar, Naif, Di Guglielmo, Giuseppe, Harris, Philip C., Krupa, Jeffrey D., Loncar, Vladimir, Rankin, Dylan S., Tran, Nhan, Wu, Zhenbin, Shen, Qianfeng, Chow, Paul

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GWAK: Gravitational-Wave Anomalous Knowledge with Recurrent Autoencoders von Raikman, Ryan, Moreno, Eric A, Govorkova, Ekaterina, Marx, Ethan J, Gunny, Alec, Benoit, William, Chatterjee, Deep, Omer, Rafia, Saleem, Muhammed, Rankin, Dylan S, Coughlin, Michael W, Harris, Philip C, Katsavounidis, Erik

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GWAK: Gravitational-Wave Anomalous Knowledge with Recurrent Autoencoders von Ryan Raikman, Moreno, Eric A, Govorkova, Ekaterina, Marx, Ethan J, Gunny, Alec, Benoit, William, Chatterjee, Deep, Omer, Rafia, Saleem, Muhammed, Rankin, Dylan S, Coughlin, Michael W, Harris, Philip C, Katsavounidis, Erik

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Isolated Mitral Valve Surgery: The Society of Thoracic Surgeons Adult Cardiac Surgery Database Analysis von Gammie, James S., Chikwe, Joanna, Badhwar, Vinay, Thibault, Dylan P., Vemulapalli, Sreekanth, Thourani, Vinod H., Gillinov, Marc, Adams, David H., Rankin, J. Scott, Ghoreishi, Mehrdad, Wang, Alice, Ailawadi, Gorav, Jacobs, Jeffrey P., Suri, Rakesh M., Bolling, Steven F., Foster, Nathaniel W., Quinn, Rachael W.

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The LHC Olympics 2020 a community challenge for anomaly detection in high energy physics von Kasieczka, Gregor, Nachman, Benjamin, Shih, David, Amram, Oz, Andreassen, Anders, Benkendorfer, Kees, Bortolato, Blaz, Brooijmans, Gustaaf, Canelli, Florencia, Collins, Jack H, Dai, Biwei, De Freitas, Felipe F, Dillon, Barry M, Dinu, Ioan-Mihail, Dong, Zhongtian, Donini, Julien, Duarte, Javier, Faroughy, D A, Gonski, Julia, Harris, Philip, Kahn, Alan, Kamenik, Jernej F, Khosa, Charanjit K, Komiske, Patrick, Le Pottier, Luc, Martín-Ramiro, Pablo, Matevc, Andrej, Metodiev, Eric, Mikuni, Vinicius, Murphy, Christopher W, Ochoa, Inês, Park, Sang Eon, Pierini, Maurizio, Rankin, Dylan, Sanz, Veronica, Sarda, Nilai, Seljak, Urŏ, Smolkovic, Aleks, Stein, George, Suarez, Cristina Mantilla, Szewc, Manuel, Thaler, Jesse, Tsan, Steven, Udrescu, Silviu-Marian, Vaslin, Louis, Vlimant, Jean-Roch, Williams, Daniel, Yunus, Mikaeel

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Quasi anomalous knowledge: searching for new physics with embedded knowledge von Park, Sang Eon, Rankin, Dylan, Udrescu, Silviu-Marian, Yunus, Mikaeel, Harris, Philip

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Fast inference of Boosted Decision Trees in FPGAs for particle physics von Summers, S., Di Guglielmo, G., Duarte, J., Harris, P., Hoang, D., Jindariani, S., Kreinar, E., Loncar, Ngadiuba, J., Pierini, M., Rankin, D., Tran, N., Wu, Z.

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Contemporary Surgical Management of Hypertrophic Cardiomyopathy in the United States von Wei, Lawrence M., Thibault, Dylan P., Rankin, J. Scott, Alkhouli, Mohamad, Roberts, Harold G., Vemulapalli, Sreekanth, Yerokun, Babatunde, Ad, Niv, Schaff, Hartzell V., Smedira, Nicholas G., Takayama, Hiroo, McCarthy, Patrick M., Thourani, Vinod H., Ailawadi, Gorav, Jacobs, Jeffrey P., Badhwar, Vinay

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Atomic Charge Dependency of Spiropyran/Merocyanine Adsorption as a Precursor to Surface Isomerization Reactions von Riemann, Andreas, Rankin, Lauren, Henry, Dylan

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The Society of Thoracic Surgeons 2021 Adult Cardiac Surgery Risk Models for Multiple Valve Operations von Jacobs, Jeffrey P., Shahian, David M., Badhwar, Vinay, Thibault, Dylan P., Thourani, Vinod H., Rankin, J. Scott, Kurlansky, Paul A., Bowdish, Michael E., Cleveland, Joseph C., Furnary, Anthony P., Kim, Karen M., Lobdell, Kevin W., Vassileva, Christina, Wyler von Ballmoos, Moritz C., Antman, Mark S., Feng, Liqi, O’Brien, Sean M.

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Prevalence and architecture of de novo mutations in developmental disorders von McRae, Jeremy F, Clayton, Stephen, Mason, Laura E, Tivey, Adrian R, Ahmed, Munaza, Awada, Jana, Balasubramanian, Meena, Banka, Siddharth, Bennett, Chris, Bernhard, Birgitta, Bevan, A. Paul, Blair, Edward, Blyth, Moira, Burn, John, Castle, Bruce, Clasper, Susan, Collins, Amanda, Collinson, Morag N, Dabir, Tabib, Davidson, Rosemarie, Davies, Sally, Dean, John, Donnai, Dian, Ellard, Sian, Ellis, Ian, Everest, Sarah, Foulds, Nicola, Fryer, Alan, Gaunt, Lorraine, Goudie, David, Gray, Emma, Greene, Philip, Gribble, Susan, Henderson, Alex, Hildyard, Lucy, Holden, Simon, Holder, Muriel, Ingram, Stuart, Jackson, Andrew, Kaemba, Beckie, Kazembe, Sandra, Kinning, Esther, Kraus, Alison, Kumar, V. K. Ajith, Lachlan, Katherine, Lam, Wayne, Lim, Derek, Longman, Cheryl, Lynch, Sally A, Maher, Eddy, Maye, Una, McKay, Kirsten, McWilliam, Catherine, Metcalfe, Kay, Morgan, Sian, Murday, Victoria, Murphy, Helen, Nemeth, Andrea, Nevitt, Louise, Newbury-Ecob, Ruth, Park, Soo-Mi, Paterson, Joan, Payne, Stewart, Perrett, Daniel, Pratt, Norman, Quarrell, Oliver, Randall, Josh, Rankin, Julia, Raymond, Lucy, Robert, Leema, Roberts, Paul, Saggar, Anand, Samant, Shalaka, Sampson, Julian, Sandford, Richard, Selby, Ann, Sequeira, Cheryl, Shearing, Emma, Smith, Audrey, Smith, Kath, Splitt, Miranda, Suri, Mohnish, Sutton, Vivienne, Tatton-Brown, Kate, Temple, I. Karen, Turner, Claire, Varghese, Vinod, Vasudevan, Pradeep, Vogt, Julie, Wakeling, Emma, Wilcox, Sarah, Williams, Denise, Williams, Nicola, Wilson, Louise, Wright, Michael, Yates, Laura, Yau, Michael, Wright, Caroline F, FitzPatrick, David R, Barrett, Jeffrey C

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Distance-Weighted Graph Neural Networks on FPGAs for Real-Time Particle Reconstruction in High Energy Physics von Iiyama, Yutaro, Cerminara, Gianluca, Gupta, Abhijay, Kieseler, Jan, Loncar, Vladimir, Pierini, Maurizio, Qasim, Shah Rukh, Rieger, Marcel, Summers, Sioni, Van Onsem, Gerrit, Wozniak, Kinga Anna, Ngadiuba, Jennifer, Di Guglielmo, Giuseppe, Duarte, Javier, Harris, Philip, Rankin, Dylan, Jindariani, Sergo, Liu, Mia, Pedro, Kevin, Tran, Nhan, Kreinar, Edward, Wu, Zhenbin

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Fast convolutional neural networks on FPGAs with hls4ml von Aarrestad, Thea, Loncar, Vladimir, Ghielmetti, Nicolò, Pierini, Maurizio, Summers, Sioni, Ngadiuba, Jennifer, Petersson, Christoffer, Linander, Hampus, Iiyama, Yutaro, Di Guglielmo, Giuseppe, Duarte, Javier, Harris, Philip, Rankin, Dylan, Jindariani, Sergo, Pedro, Kevin, Tran, Nhan, Liu, Mia, Kreinar, Edward, Wu, Zhenbin, Hoang, Duc

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Ultra-low latency recurrent neural network inference on FPGAs for physics applications with hls4ml von Khoda, Elham E, Rankin, Dylan, Teixeira de Lima, Rafael, Harris, Philip, Hauck, Scott, Hsu, Shih-Chieh, Kagan, Michael, Loncar, Vladimir, Paikara, Chaitanya, Rao, Richa, Summers, Sioni, Vernieri, Caterina, Wang, Aaron

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A new flow for Canadian young hydrologists: Key scientific challenges addressed by research cultural shifts von Aubry‐Wake, Caroline, Somers, Lauren D., Alcock, Haley, Anderson, Aspen M., Azarkhish, Amin, Bansah, Samuel, Bell, Nicole M., Biagi, Kelly, Castaneda‐Gonzalez, Mariana, Champagne, Olivier, Chesnokova, Anna, Coone, Devin, Gauthier, Tasha‐Leigh J., Ghimire, Uttam, Glas, Nathan, Hrach, Dylan M., Lai, Oi Yin, Lamontagne‐Hallé, Pierrick, Leroux, Nicolas R., Lyon, Laura, Mandal, Sohom, Nasri, Bouchra R., Popović, Nataša, Rankin, Tracy E., Rasouli, Kabir, Robinson, Alexis, Sanyal, Palash, Shatilla, Nadine J., Van Huizen, Brandon, Wilkinson, Sophie, Williamson, Jessica, Zaremehrjardy, Majid

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Demonstration of machine learning-assisted low-latency noise regression in gravitational wave detectors von Saleem, Muhammed, Gunny, Alec, Chou, Chia-Jui, Yang, Li-Cheng, Yeh, Shu-Wei, Chen, Andy H Y, Magee, Ryan, Benoit, William, Nguyen, Tri, Fan, Pinchen, Chatterjee, Deep, Marx, Ethan, Moreno, Eric, Omer, Rafia, Raikman, Ryan, Rankin, Dylan, Sharma, Ritwik, Coughlin, Michael, Harris, Philip, Katsavounidis, Erik

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Abstract 5357: Total abdominal ultra-rapid FLASH irradiation enhances the efficacy of PD-1 inhibition in preclinical models of ovarian cancer von Chow, Stephanie, Eggold, Joshua T., Levy, Karen, Wang, Jinghui, Manjappa, Rakesh, Breitkreutz, Dylan Y., Yu, Amy S., Bush, Karl, Dorigo, Oliver, Loo, Billy W., Rankin, Erinn B.

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Compressing deep neural networks on FPGAs to binary and ternary precision with hls4ml von Ngadiuba, Jennifer, Loncar, Vladimir, Pierini, Maurizio, Summers, Sioni, Di Guglielmo, Giuseppe, Duarte, Javier, Harris, Philip, Rankin, Dylan, Jindariani, Sergo, Liu, Mia, Pedro, Kevin, Tran, Nhan, Kreinar, Edward, Sagear, Sheila, Wu, Zhenbin, Hoang, Duc

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FPGA-Accelerated Machine Learning Inference as a Service for Particle Physics Computing von Duarte, Javier, Harris, Philip, Hauck, Scott, Holzman, Burt, Hsu, Shih-Chieh, Jindariani, Sergo, Khan, Suffian, Kreis, Benjamin, Lee, Brian, Liu, Mia, Lončar, Vladimir, Ngadiuba, Jennifer, Pedro, Kevin, Perez, Brandon, Pierini, Maurizio, Rankin, Dylan, Tran, Nhan, Trahms, Matthew, Tsaris, Aristeidis, Versteeg, Colin, Way, Ted W., Werran, Dustin, Wu, Zhenbin

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