Applications and Techniques for Fast Machine Learning in Science by Deiana, Allison McCarn, Tran, Nhan, Agar, Joshua, Blott, Michaela, Di Guglielmo, Giuseppe, Duarte, Javier, Harris, Philip, Hauck, Scott, Liu, Mia, Neubauer, Mark S, Ngadiuba, Jennifer, Ogrenci-Memik, Seda, Pierini, Maurizio, Aarrestad, Thea, Bähr, Steffen, Becker, Jürgen, Berthold, Anne-Sophie, Bonventre, Richard J, Müller Bravo, Tomás E, Diefenthaler, Markus, Dong, Zhen, Fritzsche, Nick, Gholami, Amir, Govorkova, Ekaterina, Guo, Dongning, Hazelwood, Kyle J, Herwig, Christian, Khan, Babar, Kim, Sehoon, Klijnsma, Thomas, Liu, Yaling, Lo, Kin Ho, Nguyen, Tri, Pezzullo, Gianantonio, Rasoulinezhad, Seyedramin, Rivera, Ryan A, Scholberg, Kate, Selig, Justin, Sen, Sougata, Strukov, Dmitri, Tang, William, Thais, Savannah, Unger, Kai Lukas, Vilalta, Ricardo, von Krosigk, Belina, Wang, Shen, Warburton, Thomas K

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The metamorphosis of the Type Ib SN 2019yvr: late-time interaction by Ferrari, Lucía, Folatelli, Gastón, Kuncarayakti, Hanindyo, Stritzinger, Maximilian, Maeda, Keiichi, Bersten, Melina, Román Aguilar, Lili M, Sáez, M Manuela, Dessart, Luc, Lundqvist, Peter, Mazzali, Paolo, Nagao, Takashi, Ashall, Chris, Bose, Subhash, Brennan, Seán J, Cai, Yongzhi, Handberg, Rasmus, Holmbo, Simon, Karamehmetoglu, Emir, Pastorello, Andrea, Reguitti, Andrea, Anderson, Joseph, Chen, Ting-Wan, Galbany, Lluís, Gromadzki, Mariusz, Gutiérrez, Claudia P, Inserra, Cosimo, Kankare, Erkki, Müller Bravo, Tomás E, Mattila, Seppo, Nicholl, Matt, Pignata, Giuliano, Sollerman, Jesper, Srivastav, Shubham, Young, David R

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The Tidal Disruption Event AT 2018hyz II: Light-curve modelling of a partially disrupted star by Gomez, Sebastian, Nicholl, Matt, Short, Philip, Margutti, Raffaella, Alexander, Kate D, Blanchard, Peter K, Berger, Edo, Eftekhari, Tarraneh, Schulze, Steve, Anderson, Joseph, Arcavi, Iair, Chornock, Ryan, Cowperthwaite, Philip S, Galbany, Lluís, Herzog, Laura J, Hiramatsu, Daichi, Hosseinzadeh, Griffin, Laskar, Tanmoy, Müller Bravo, Tomás E, Patton, Locke, Terreran, Giacomo

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PISCOLA: a data-driven transient light-curve fitter by Müller-Bravo, Tomás E, Sullivan, Mark, Smith, Mathew, Frohmaier, Chris, Gutiérrez, Claudia P, Wiseman, Philip, Zontou, Zoe

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SN 2019hcc: a Type II supernova displaying early O ii lines by Parrag, Eleonora, Inserra, Cosimo, Schulze, Steve, Anderson, Joseph, Chen, Ting-Wan, Leloudas, Giorgios, Galbany, Lluis, Gutiérrez, Claudia P, Hiramatsu, Daichi, Kankare, Erkki, Müller-Bravo, Tomás E, Nicholl, Matt, Pignata, Giuliano, Cartier, Regis, Gromadzki, Mariusz, Kozyreva, Alexandra, Rau, Arne, Burke, Jamison, Howell, D Andrew, McCully, Curtis, Pellegrino, Craig

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Fast and not-so-furious: Case study of the fast and faint Type IIb SN 2021bxu by Desai, Dhvanil D, Ashall, Chris, Shappee, Benjamin J, Morrell, Nidia, Galbany, Lluís, Burns, Christopher R, DerKacy, James M, Hinkle, Jason T, Hsiao, Eric, Kumar, Sahana, Lu, Jing, Phillips, Mark M, Shahbandeh, Melissa, Stritzinger, Maximilian D, Baron, Eddie, Bersten, Melina C, Brown, Peter J, de Jaeger, Thomas, Elias-Rosa, Nancy, Folatelli, Gastón, Huber, Mark E, Mazzali, Paolo, Müller-Bravo, Tomás E, Piro, Anthony L, Polin, Abigail, Suntzeff, Nicholas B, Anderson, Joseph P, Chambers, Kenneth C, Chen, Ting-Wan, de Boer, Thomas, Fulton, Michael D, Gao, Hua, Gromadzki, Mariusz, Inserra, Cosimo, Magnier, Eugene A, Nicholl, Matt, Ragosta, Fabio, Wainscoat, Richard, Young, David R

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The low-luminosity Type II SN 2016aqf: a well-monitored spectral evolution of the Ni/Fe abundance ratio by Müller-Bravo, Tomás E, Gutiérrez, Claudia P, Sullivan, Mark, Jerkstrand, Anders, Anderson, Joseph P, González-Gaitán, Santiago, Sollerman, Jesper, Arcavi, Iair, Burke, Jamison, Galbany, Lluís, Gal-Yam, Avishay, Gromadzki, Mariusz, Hiramatsu, Daichi, Hosseinzadeh, Griffin, Howell, D Andrew, Inserra, Cosimo, Kankare, Erki, Kozyreva, Alexandra, McCully, Curtis, Nicholl, Matt, Smartt, Stephen, Valenti, Stefano, Young, Dave R

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Revealing the Progenitor of SN 2021zby through Analysis of the TESS Shock-cooling Light Curve by Wang, Qinan, Armstrong, Patrick, Zenati, Yossef, Ridden-Harper, Ryan, Rest, Armin, Arcavi, Iair, Kilpatrick, Charles D., Foley, Ryan J., Tucker, Brad E., Lidman, Chris, Killestein, Thomas L., Shahbandeh, Melissa, Anderson, Joseph P, Angulo, Rodrigo, Ashall, Chris, Burke, Jamison, Chen, Ting-Wan, von Coelln, Sophie, Dalrymple, Kyle A., Davis, Kyle W., Fulton, Michael D., Galbany, Lluís, Gonzalez, Estefania Padilla, Gao, Bore, Gromadzki, Mariusz, Howell, D. Andrew, Ihanec, Nada, Jencson, Jacob E., Jones, David O., Lyman, Joseph D., McCully, Curtis, Müller-Bravo, Tomás E., Newsome, Megan, Nicholl, Matt, O’Neill, David, Pellegrino, Craig, Rest, Sofia, Smartt, Stephen J., Smith, Ken, Srivastav, Shubham, Terreran, Giacomo, Tinyanont, Samaporn, Young, David R., Zenteno, Alfredo

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SN 2019ehk: A Double-peaked Ca-rich Transient with Luminous X-Ray Emission and Shock-ionized Spectral Features by Jacobson-Galán, Wynn V., Margutti, Raffaella, Kilpatrick, Charles D., Hiramatsu, Daichi, Perets, Hagai, Khatami, David, Foley, Ryan J., Raymond, John, Yoon, Sung-Chul, Bobrick, Alexey, Zenati, Yossef, Galbany, Lluís, Andrews, Jennifer, Brown, Peter J., Cartier, Régis, Coppejans, Deanne L., Dimitriadis, Georgios, Dobson, Matthew, Hajela, Aprajita, Howell, D. Andrew, Kuncarayakti, Hanindyo, Milisavljevic, Danny, Rahman, Mohammed, Rojas-Bravo, César, Sand, David J., Shepherd, Joel, Smartt, Stephen J., Stacey, Holland, Stroh, Michael, Swift, Jonathan J., Terreran, Giacomo, Vinko, Jozsef, Wang, Xiaofeng, Anderson, Joseph P., Baron, Edward A., Berger, Edo, Blanchard, Peter K., Burke, Jamison, Coulter, David A., DeMarchi, Lindsay, DerKacy, James M., Fremling, Christoffer, Gomez, Sebastian, Gromadzki, Mariusz, Hosseinzadeh, Griffin, Kasen, Daniel, Kriskovics, Levente, McCully, Curtis, Müller-Bravo, Tomás E., Nicholl, Matt, Ordasi, András, Pellegrino, Craig, Piro, Anthony L., Pál, András, Ren, Juanjuan, Rest, Armin, Rich, R. Michael, Sai, Hanna, Sárneczky, Krisztián, Shen, Ken J., Short, Philip, Siebert, Matthew R., Stauffer, Candice, Szakáts, Róbert, Zhang, Xinhan, Zhang, Jujia, Zhang, Kaicheng

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Corrigendum: Applications and techniques for fast machine learning in science by Deiana, Allison McCarn, Tran, Nhan, Agar, Joshua, Blott, Michaela, Di Guglielmo, Giuseppe, Duarte, Javier, Harris, Philip, Hauck, Scott, Liu, Mia, Neubauer, Mark S., Ngadiuba, Jennifer, Ogrenci-Memik, Seda, Pierini, Maurizio, Aarrestad, Thea, Bähr, Steffen, Becker, Jürgen, Berthold, Anne-Sophie, Bonventre, Richard J., Müller Bravo, Tomás E., Diefenthaler, Markus, Dong, Zhen, Fritzsche, Nick, Gholami, Amir, Govorkova, Ekaterina, Guo, Dongning, Hazelwood, Kyle J., Herwig, Christian, Khan, Babar, Kim, Sehoon, Klijnsma, Thomas, Liu, Yaling, Lo, Kin Ho, Nguyen, Tri, Pezzullo, Gianantonio, Rasoulinezhad, Seyedramin, Rivera, Ryan A., Scholberg, Kate, Selig, Justin, Sen, Sougata, Strukov, Dmitri, Tang, William, Thais, Savannah, Unger, Kai Lukas, Vilalta, Ricardo, von Krosigk, Belina, Wang, Shen, Warburton, Thomas K.

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Luminous Type II Short-Plateau Supernovae 2006Y, 2006ai, and 2016egz: A Transitional Class from Stripped Massive Red Supergiants by Hiramatsu, Daichi, Howell, D. Andrew, Moriya, Takashi J., Goldberg, Jared A., Hosseinzadeh, Griffin, Arcavi, Iair, Anderson, Joseph P., Gutiérrez, Claudia P., Burke, Jamison, McCully, Curtis, Valenti, Stefano, Galbany, Lluís, Fang, Qiliang, Maeda, Keiichi, Folatelli, Gastón, Hsiao, Eric Y., Morrell, Nidia I., Phillips, Mark M., Stritzinger, Maximilian D., Suntzeff, Nicholas B., Gromadzki, Mariusz, Maguire, Kate, Müller-Bravo, Tomás E., Young, David R.

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Weak Mass Loss from the Red Supergiant Progenitor of the Type II SN 2021yja by Hosseinzadeh, Griffin, Kilpatrick, Charles D., Dong, Yize, Sand, David J., Andrews, Jennifer E., Bostroem, K. Azalee, Janzen, Daryl, Jencson, Jacob E., Lundquist, Michael, Meza Retamal, Nicolas E., Pearson, Jeniveve, Valenti, Stefano, Wyatt, Samuel, Burke, Jamison, Hiramatsu, Daichi, Howell, D. Andrew, McCully, Curtis, Newsome, Megan, Gonzalez, Estefania Padilla, Pellegrino, Craig, Terreran, Giacomo, Auchettl, Katie, Davis, Kyle W., Foley, Ryan J., Miao, Hao-Yu, Pan, Yen-Chen, Rest, Armin, Siebert, Matthew R., Taggart, Kirsty, Tucker, Brad E., Cyrus Leung, Feng Lin, Swift, Jonathan J., Yang, Grace, Anderson, Joseph P., Ashall, Chris, Benetti, Stefano, Brown, Peter J., Cartier, Régis, Chen, Ting-Wan, Valle, Massimo Della, Galbany, Lluís, Gomez, Sebastian, Gromadzki, Mariusz, Haislip, Joshua, Hsiao, Eric Y., Inserra, Cosimo, Jha, Saurabh W., Killestein, Thomas L., Kouprianov, Vladimir, Kozyreva, Alexandra, Müller-Bravo, Tomás E., Nicholl, Matt, Paraskeva, Emmy, Reichart, Daniel E., Ryder, Stuart, Shahbandeh, Melissa, Shappee, Ben, Smith, Nathan, Young, David R.

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SN 2021zny: an early flux excess combined with late-time oxygen emission suggests a double white dwarf merger event by Dimitriadis, Georgios, Maguire, Kate, Karambelkar, Viraj R, Lebron, Ryan J, Liu (刘 畅), Chang, Kozyreva, Alexandra, Miller, Adam A, Ridden-Harper, Ryan, Anderson, Joseph P, Chen, Ting-Wan, Coughlin, Michael, Valle, Massimo Della, Drake, Andrew, Galbany, Lluís, Gromadzki, Mariusz, Groom, Steven L, Gutiérrez, Claudia P, Ihanec, Nada, Inserra, Cosimo, Johansson, Joel, Müller-Bravo, Tomás E, Nicholl, Matt, Polin, Abigail, Rusholme, Ben, Schulze, Steve, Sollerman, Jesper, Srivastav, Shubham, Taggart, Kirsty, Wang, Qinan, Yang (杨 轶), Yi, Young, David R

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A precursor plateau and pre-maximum [O ii] emission in the superluminous SN2019szu: a pulsational pair-instability candidate by Aamer, Aysha, Nicholl, Matt, Jerkstrand, Anders, Gomez, Sebastian, Oates, Samantha R, Smartt, Stephen J, Srivastav, Shubham, Leloudas, Giorgos, Anderson, Joseph P, Berger, Edo, de Boer, Thomas, Chambers, Kenneth, Chen, Ting-Wan, Galbany, Lluís, Gao, Hua, Gompertz, Benjamin P, González-Bañuelos, Maider, Gromadzki, Mariusz, Gutiérrez, Claudia P, Inserra, Cosimo, Lowe, Thomas B, Magnier, Eugene A, Mazzali, Paolo A, Moore, Thomas, Müller-Bravo, Tomás E, Pursiainen, Miika, Rest, Armin, Schulze, Steve, Smith, Ken W, Terwel, Jacco H, Wainscoat, Richard, Young, David R

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Long-term follow-up observations of extreme coronal line emitting galaxies by Clark, Peter, Graur, Or, Callow, Joseph, Aguilar, Jessica, Ahlen, Steven, Anderson, Joseph P, Berger, Edo, Müller-Bravo, Tomás E, Brink, Thomas G, Brooks, David, Chen, Ting-Wan, Claybaugh, Todd, de la Macorra, Axel, Doel, Peter, Filippenko, Alexei V, Forero-Romero, Jamie E, Gomez, Sebastian, Gromadzki, Mariusz, Honscheid, Klaus, Inserra, Cosimo, Kisner, Theodore, Landriau, Martin, Makrygianni, Lydia, Manera, Marc, Meisner, Aaron, Miquel, Ramon, Moustakas, John, Nicholl, Matt, Nie, Jundan, Onori, Francesca, Palmese, Antonella, Poppett, Claire, Reynolds, Thomas, Rezaie, Mehdi, Rossi, Graziano, Sanchez, Eusebio, Schubnell, Michael, Tarlé, Gregory, Weaver, Benjamin A, Wevers, Thomas, Young, David R, Zheng, WeiKang, Zhou, Zhimin

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The low-luminosity Type II SN2016aqf: a well-monitored spectral evolution of the Ni/Fe abundance ratio by Müller-Bravo, Tomás E., Gutiérrez, Claudia P., Sullivan, Mark, Jerkstrand, Anders, Anderson, Joseph P., González-Gaitán, Santiago, Sollerman, Jesper, Arcavi, Iair, Burke, Jamison, Galbany, Lluís, Gal-Yam, Avishay, Gromadzki, Mariusz, Hiramatsu, Daichi, Hosseinzadeh, Griffin, Howell, D. Andrew, Inserra, Cosimo, Kankare, Erki, Kozyreva, Alexandra, McCully, Curtis, Nicholl, Matt, Smartt, Stephen, Valenti, Stefano, Young, Dave R.

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Minutes-duration optical flares with supernova luminosities by Ho, Anna Y. Q., Perley, Daniel A., Chen, Ping, Schulze, Steve, Dhillon, Vik, Kumar, Harsh, Suresh, Aswin, Swain, Vishwajeet, Bremer, Michael, Smartt, Stephen J., Anderson, Joseph P., Anupama, G. C., Awiphan, Supachai, Barway, Sudhanshu, Bellm, Eric C., Ben-Ami, Sagi, Bhalerao, Varun, de Boer, Thomas, Brink, Thomas G., Burruss, Rick, Chandra, Poonam, Chen, Ting-Wan, Chen, Wen-Ping, Cooke, Jeff, Coughlin, Michael W., Das, Kaustav K., Drake, Andrew J., Filippenko, Alexei V., Freeburn, James, Fremling, Christoffer, Fulton, Michael D., Gal-Yam, Avishay, Galbany, Lluís, Gao, Hua, Graham, Matthew J., Gromadzki, Mariusz, Gutiérrez, Claudia P., Hinds, K-Ryan, Inserra, Cosimo, A J, Nayana, Karambelkar, Viraj, Kasliwal, Mansi M., Kulkarni, Shri, Müller-Bravo, Tomás E., Magnier, Eugene A., Mahabal, Ashish A., Moore, Thomas, Ngeow, Chow-Choong, Nicholl, Matt, Ofek, Eran O., Omand, Conor M. B., Onori, Francesca, Pan, Yen-Chen, Pessi, Priscila J., Petitpas, Glen, Polishook, David, Poshyachinda, Saran, Pursiainen, Miika, Riddle, Reed, Rodriguez, Antonio C., Rusholme, Ben, Segre, Enrico, Sharma, Yashvi, Smith, Ken W., Sollerman, Jesper, Srivastav, Shubham, Strotjohann, Nora Linn, Suhr, Mark, Svinkin, Dmitry, Wang, Yanan, Wiseman, Philip, Wold, Avery, Yang, Sheng, Yang, Yi, Yao, Yuhan, Young, David R., Zheng, WeiKang

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Applications and Techniques for Fast Machine Learning in Science by Deiana, Allison McCarn, Tran, Nhan, Agar, Joshua, Blott, Michaela, Giuseppe Di Guglielmo, Duarte, Javier, Harris, Philip, Hauck, Scott, Liu, Mia, Neubauer, Mark S, Ngadiuba, Jennifer, Ogrenci-Memik, Seda, Pierini, Maurizio, Aarrestad, Thea, Bahr, Steffen, Becker, Jurgen, Berthold, Anne-Sophie, Bonventre, Richard J, Muller Bravo, Tomas E, Diefenthaler, Markus, Dong, Zhen, Fritzsche, Nick, Gholami, Amir, Govorkova, Ekaterina, Hazelwood, Kyle J, Herwig, Christian, Khan, Babar, Kim, Sehoon, Klijnsma, Thomas, Liu, Yaling, Kin Ho Lo, Nguyen, Tri, Pezzullo, Gianantonio, Rasoulinezhad, Seyedramin, Rivera, Ryan A, Scholberg, Kate, Selig, Justin, Sen, Sougata, Strukov, Dmitri, Tang, William, Savannah Thais, Kai Lukas Unger, Vilalta, Ricardo, Krosigk, Belinavon, Warburton, Thomas K, Maria Acosta Flechas, Aportela, Anthony, Calvet, Thomas, Cristella, Leonardo, Diaz, Daniel, Doglioni, Caterina, Galati, Maria Domenica, Khoda, Elham E, Fahim, Farah, Giri, Davide, Hawks, Benjamin, Hoang, Duc, Holzman, Burt, Hsu, Shih-Chieh, Sergo Jindariani, Johnson, Iris, Kansal, Raghav, Kastner, Ryan, Katsavounidis, Erik, Krupa, Jeffrey, Pan, Li, Madireddy, Sandeep, Marx, Ethan, McCormack, Patrick, Meza, Andres, Mitrevski, Jovan, Mohammed Attia Mohammed, Mokhtar, Farouk, Moreno, Eric, Nagu, Srishti, Narayan, Rohin, Palladino, Noah, Que, Zhiqiang, Park, Sang Eon, Ramamoorthy, Subramanian, Rankin, Dylan, Rothman, Simon, Sharma, Ashish, Summers, Sioni, Vischia, Pietro, Jean-Roch Vlimant, Weng, Olivia

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Searching for late-time interaction signatures in Type Ia supernovae from the Zwicky Transient Facility by Terwel, Jacco H., Maguire, Kate, Dimitriadis, Georgios, Smith, Mat, Reusch, Simeon, Lacroix, Leander, Galbany, Lluís, Burgaz, Umut, Harvey, Luke, Schulze, Steve, Rigault, Mickael, Groom, Steven L., Hale, David, Kasliwal, Mansi M., Kim, Young-Lo, Purdum, Josiah, Rusholme, Ben, Sollerman, Jesper, Anderson, Joseph P., Chen, Ting-Wan, Frohmaier, Christopher, Gromadzki, Mariusz, Müller-Bravo, Tomas E., Nicholl, Matt, Srivastav, Shubham, Deckers, Maxime

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SN 2022acko: the First Early Far-Ultraviolet Spectra of a Type IIP Supernova by Bostroem, K Azalee, Dessart, Luc, Hillier, D John, Lundquist, Michael, Andrews, Jennifer E, Sand, David J, Dong, Yize, Valenti, Stefano, Haislip, Joshua, Hoang, Emily T, Griffin Hosseinzadeh, Janzen, Daryl, Jencson, Jacob E, Jha, Saurabh W, Kouprianov, Vladimir, Pearson, Jeniveve, Meza Retamal, Nicolas E, Reichart, Daniel E, Shrestha, Manisha, Ashall, Christopher, Baron, E, Brown, Peter J, DerKacy, James M, Farah, Joseph, Galbany, Lluis, Gonzalez Hernandez, Jonay I, Green, Elizabeth, Hoeflich, Peter, Howell, D Andrew, Kwok, Lindsey A, McCully, Curtis, Muller-Bravo, Tomas E, Newsome, Megan, Estefania Padilla Gonzalez, Pellegrino, Craig, Rho, Jeonghee, Rowe, Micalyn, Schwab, Michaela, Shahbandeh, Melissa, Smith, Nathan, Strader, Jay, Terreran, Giacomo, Van Dyk, Schuyler D, Wyatt, Samuel

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