Oscillation-Reduced MXFP4 Training for Vision Transformers

Authors: Chen, Yuxiang, Xi, Haocheng, Zhu, Jun, Chen, Jianfei

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2502.20853

SpargeAttn: Accurate Sparse Attention Accelerating Any Model Inference

Authors: Zhang, Jintao, Xiang, Chendong, Huang, Haofeng, Wei, Jia, Xi, Haocheng, Zhu, Jun, Chen, Jianfei

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Performance

Access URL: http://arxiv.org/abs/2502.18137

QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache

Authors: Tiwari, Rishabh, Xi, Haocheng, Tomar, Aditya, Hooper, Coleman, Kim, Sehoon, Horton, Maxwell, Najibi, Mahyar, Mahoney, Michael W., Keutzer, Kurt, Gholami, Amir

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2502.10424

Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Authors: Xi, Haocheng, Yang, Shuo, Zhao, Yilong, Xu, Chenfeng, Li, Muyang, Li, Xiuyu, Lin, Yujun, Cai, Han, Zhang, Jintao, Li, Dacheng, Chen, Jianfei, Stoica, Ion, Keutzer, Kurt, Han, Song

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2502.01776

Humanity's Last Exam

Authors: Phan, Long, Gatti, Alice, Han, Ziwen, Li, Nathaniel, Hu, Josephina, Zhang, Hugh, Zhang, Chen Bo Calvin, Shaaban, Mohamed, Ling, John, Shi, Sean, Choi, Michael, Agrawal, Anish, Chopra, Arnav, Khoja, Adam, Kim, Ryan, Ren, Richard, Hausenloy, Jason, Zhang, Oliver, Mazeika, Mantas, Dodonov, Dmitry, Nguyen, Tung, Lee, Jaeho, Anderson, Daron, Doroshenko, Mikhail, Stokes, Alun Cennyth, Mahmood, Mobeen, Pokutnyi, Oleksandr, Iskra, Oleg, Wang, Jessica P., Levin, John-Clark, Kazakov, Mstyslav, Feng, Fiona, Feng, Steven Y., Zhao, Haoran, Yu, Michael, Gangal, Varun, Zou, Chelsea, Wang, Zihan, Popov, Serguei, Gerbicz, Robert, Galgon, Geoff, Schmitt, Johannes, Yeadon, Will, Lee, Yongki, Sauers, Scott, Sanchez, Alvaro, Giska, Fabian, Roth, Marc, Riis, Søren, Utpala, Saiteja, Burns, Noah, Goshu, Gashaw M., Naiya, Mohinder Maheshbhai, Agu, Chidozie, Giboney, Zachary, Cheatom, Antrell, Fournier-Facio, Francesco, Crowson, Sarah-Jane, Finke, Lennart, Cheng, Zerui, Zampese, Jennifer, Hoerr, Ryan G., Nandor, Mark, Park, Hyunwoo, Gehrunger, Tim, Cai, Jiaqi, McCarty, Ben, Garretson, Alexis C, Taylor, Edwin, Sileo, Damien, Ren, Qiuyu, Qazi, Usman, Li, Lianghui, Nam, Jungbae, Wydallis, John B., Arkhipov, Pavel, Shi, Jack Wei Lun, Bacho, Aras, Willcocks, Chris G., Cao, Hangrui, Motwani, Sumeet, Santos, Emily de Oliveira, Veith, Johannes, Vendrow, Edward, Cojoc, Doru, Zenitani, Kengo, Robinson, Joshua, Tang, Longke, Li, Yuqi, Vendrow, Joshua, Fraga, Natanael Wildner, Kuchkin, Vladyslav, Maksimov, Andrey Pupasov, Marion, Pierre, Efremov, Denis, Lynch, Jayson, Liang, Kaiqu, Mikov, Aleksandar, Gritsevskiy, Andrew, Guillod, Julien, Demir, Gözdenur, Martinez, Dakotah, Pageler, Ben, Zhou, Kevin, Soori, Saeed, Press, Ori, Tang, Henry, Rissone, Paolo, Green, Sean R., Brüssel, Lina, Twayana, Moon, Dieuleveut, Aymeric, Imperial, Joseph Marvin, Prabhu, Ameya, Yang, Jinzhou, Crispino, Nick, Rao, Arun, Zvonkine, Dimitri, Loiseau, Gabriel, Kalinin, Mikhail, Lukas, Marco, Manolescu, Ciprian, Stambaugh, Nate, Mishra, Subrata, Hogg, Tad, Bosio, Carlo, Coppola, Brian P, Salazar, Julian, Jin, Jaehyeok, Sayous, Rafael, Ivanov, Stefan, Schwaller, Philippe, Senthilkuma, Shaipranesh, Bran, Andres M, Algaba, Andres, Houte, Kelsey Van den, Van Der Sypt, Lynn, Verbeken, Brecht, Noever, David, Kopylov, Alexei, Myklebust, Benjamin, Li, Bikun, Schut, Lisa, Zheltonozhskii, Evgenii, Yuan, Qiaochu, Lim, Derek, Stanley, Richard, Yang, Tong, Maar, John, Wykowski, Julian, Oller, Martí, Sahu, Anmol, Ardito, Cesare Giulio, Hu, Yuzheng, Kamdoum, Ariel Ghislain Kemogne, Jin, Alvin, Vilchis, Tobias Garcia, Zu, Yuexuan, Lackner, Martin, Koppel, James, Sun, Gongbo, Antonenko, Daniil S., Chern, Steffi, Zhao, Bingchen, Arsene, Pierrot, Cavanagh, Joseph M, Li, Daofeng, Shen, Jiawei, Crisostomi, Donato, Zhang, Wenjin, Dehghan, Ali, Ivanov, Sergey, Perrella, David, Kaparov, Nurdin, Zang, Allen, Sucholutsky, Ilia, Kharlamova, Arina, Orel, Daniil, Poritski, Vladislav, Ben-David, Shalev, Berger, Zachary, Whitfill, Parker, Foster, Michael, Munro, Daniel, Ho, Linh, Sivarajan, Shankar, Hava, Dan Bar, Kuchkin, Aleksey, Holmes, David, Rodriguez-Romero, Alexandra, Sommerhage, Frank, Zhang, Anji, Moat, Richard, Schneider, Keith, Kazibwe, Zakayo, Clarke, Don, Kim, Dae Hyun, Dias, Felipe Meneguitti, Fish, Sara, Elser, Veit, Kreiman, Tobias, Vilchis, Victor Efren Guadarrama, Klose, Immo, Anantheswaran, Ujjwala, Zweiger, Adam, Rawal, Kaivalya, Li, Jeffery, Nguyen, Jeremy, Daans, Nicolas, Heidinger, Haline, Radionov, Maksim, Rozhoň, Václav, Ginis, Vincent, Stump, Christian, Cohen, Niv, Poświata, Rafał, Tkadlec, Josef, Goldfarb, Alan, Wang, Chenguang, Padlewski, Piotr, Barzowski, Stanislaw, Montgomery, Kyle, Stendall, Ryan, Tucker-Foltz, Jamie, Stade, Jack, Rogers, T. Ryan, Goertzen, Tom, Grabb, Declan, Shukla, Abhishek, Givré, Alan, Ambay, John Arnold, Sen, Archan, Aziz, Muhammad Fayez, Inlow, Mark H, He, Hao, Zhang, Ling, Kaddar, Younesse, Ängquist, Ivar, Chen, Yanxu, Wang, Harrison K, Ramakrishnan, Kalyan, Thornley, Elliott, Terpin, Antonio, Schoelkopf, Hailey, Zheng, Eric, Carmi, Avishy, Brown, Ethan D. L., Zhu, Kelin, Bartolo, Max, Wheeler, Richard, Stehberger, Martin, Bradshaw, Peter, Heimonen, JP, Sridhar, Kaustubh, Akov, Ido, Sandlin, Jennifer, Makarychev, Yury, Tam, Joanna, Hoang, Hieu, Cunningham, David M., Goryachev, Vladimir, Patramanis, Demosthenes, Krause, Michael, Redenti, Andrew, Aldous, David, Lai, Jesyin, Coleman, Shannon, Xu, Jiangnan, Lee, Sangwon, Magoulas, Ilias, Zhao, Sandy, Tang, Ning, Cohen, Michael K., Paradise, Orr, Kirchner, Jan Hendrik, Ovchynnikov, Maksym, Matos, Jason O., Shenoy, Adithya, Wang, Michael, Nie, Yuzhou, Sztyber-Betley, Anna, Faraboschi, Paolo, Riblet, Robin, Crozier, Jonathan, Halasyamani, Shiv, Verma, Shreyas, Joshi, Prashant, Meril, Eli, Ma, Ziqiao, Andréoletti, Jérémy, Singhal, Raghav, Platnick, Jacob, Nevirkovets, Volodymyr, Basler, Luke, Ivanov, Alexander, Khoury, Seri, Gustafsson, Nils, Piccardo, Marco, Mostaghimi, Hamid, Chen, Qijia, Singh, Virendra, Khánh, Tran Quoc, Rosu, Paul, Szlyk, Hannah, Brown, Zachary, Narayan, Himanshu, Menezes, Aline, Roberts, Jonathan, Alley, William, Sun, Kunyang, Patel, Arkil, Lamparth, Max, Reuel, Anka, Xin, Linwei, Xu, Hanmeng, Loader, Jacob, Martin, Freddie, Wang, Zixuan, Achilleos, Andrea, Preu, Thomas, Korbak, Tomek, Bosio, Ida, Kazemi, Fereshteh, Chen, Ziye, Bálint, Biró, Lo, Eve J. Y., Wang, Jiaqi, Nunes, Maria Inês S., Milbauer, Jeremiah, Bari, M Saiful, Wang, Zihao, Ansarinejad, Behzad, Sun, Yewen, Durand, Stephane, Elgnainy, Hossam, Douville, Guillaume, Tordera, Daniel, Balabanian, George, Wolff, Hew, Kvistad, Lynna, Milliron, Hsiaoyun, Sakor, Ahmad, Eron, Murat, O., Andrew Favre D., Shah, Shailesh, Zhou, Xiaoxiang, Kamalov, Firuz, Abdoli, Sherwin, Santens, Tim, Barkan, Shaul, Tee, Allison, Zhang, Robin, Tomasiello, Alessandro, De Luca, G. Bruno, Looi, Shi-Zhuo, Le, Vinh-Kha, Kolt, Noam, Pan, Jiayi, Rodman, Emma, Drori, Jacob, Fossum, Carl J, Muennighoff, Niklas, Jagota, Milind, Pradeep, Ronak, Fan, Honglu, Eicher, Jonathan, Chen, Michael, Thaman, Kushal, Merrill, William, Firsching, Moritz, Harris, Carter, Ciobâcă, Stefan, Gross, Jason, Pandey, Rohan, Gusev, Ilya, Jones, Adam, Agnihotri, Shashank, Zhelnov, Pavel, Mofayezi, Mohammadreza, Piperski, Alexander, Zhang, David K., Dobarskyi, Kostiantyn, Leventov, Roman, Soroko, Ignat, Duersch, Joshua, Taamazyan, Vage, Ho, Andrew, Ma, Wenjie, Held, William, Xian, Ruicheng, Zebaze, Armel Randy, Mohamed, Mohanad, Leser, Julian Noah, Yuan, Michelle X, Yacar, Laila, Lengler, Johannes, Olszewska, Katarzyna, Di Fratta, Claudio, Oliveira, Edson, Jackson, Joseph W., Zou, Andy, Chidambaram, Muthu, Manik, Timothy, Haffenden, Hector, Stander, Dashiell, Dasouqi, Ali, Shen, Alexander, Golshani, Bita, Stap, David, Kretov, Egor, Uzhou, Mikalai, Zhidkovskaya, Alina Borisovna, Winter, Nick, Rodriguez, Miguel Orbegozo, Lauff, Robert, Wehr, Dustin, Tang, Colin, Hossain, Zaki, Phillips, Shaun, Samuele, Fortuna, Ekström, Fredrik, Hammon, Angela, Patel, Oam, Farhidi, Faraz, Medley, George, Mohammadzadeh, Forough, Peñaflor, Madellene, Kassahun, Haile, Friedrich, Alena, Perez, Rayner Hernandez, Pyda, Daniel, Sakal, Taom, Dhamane, Omkar, Mirabadi, Ali Khajegili, Hallman, Eric, Okutsu, Kenchi, Battaglia, Mike, Maghsoudimehrabani, Mohammad, Amit, Alon, Hulbert, Dave, Pereira, Roberto, Weber, Simon, Handoko, Peristyy, Anton, Malina, Stephen, Mehkary, Mustafa, Aly, Rami, Reidegeld, Frank, Dick, Anna-Katharina, Friday, Cary, Singh, Mukhwinder, Shapourian, Hassan, Kim, Wanyoung, Costa, Mariana, Gurdogan, Hubeyb, Kumar, Harsh, Ceconello, Chiara, Zhuang, Chao, Park, Haon, Carroll, Micah, Tawfeek, Andrew R., Steinerberger, Stefan, Aggarwal, Daattavya, Kirchhof, Michael, Dai, Linjie, Kim, Evan, Ferret, Johan, Shah, Jainam, Wang, Yuzhou, Yan, Minghao, Burdzy, Krzysztof, Zhang, Lixin, Franca, Antonio, Pham, Diana T., Loh, Kang Yong, Jackson, Abram, Giordano, Paolo, Petersen, Philipp, Cosma, Adrian, Colino, Jesus, White, Colin, Votava, Jacob, Vinnikov, Vladimir, Delaney, Ethan, Spelda, Petr, Stritecky, Vit, Shahid, Syed M., Mourrat, Jean-Christophe, Vetoshkin, Lavr, Sponselee, Koen, Bacho, Renas, Yong, Zheng-Xin, de la Rosa, Florencia, Cho, Nathan, Li, Xiuyu, Malod, Guillaume, Weller, Orion, Albani, Guglielmo, Lang, Leon, Laurendeau, Julien, Kazakov, Dmitry, Adesanya, Fatimah, Portier, Julien, Hollom, Lawrence, Souza, Victor, Zhou, Yuchen Anna, Degorre, Julien, Yalın, Yiğit, Obikoya, Gbenga Daniel, Rai, Bigi, Filippo, Boscá, M. C., Shumar, Oleg, Bacho, Kaniuar, Recchia, Gabriel, Popescu, Mara, Shulga, Nikita, Tanwie, Ngefor Mildred, Lux, Thomas C. H., Rank, Ben, Ni, Colin, Brooks, Matthew, Yakimchyk, Alesia, Huanxu, Liu, Cavalleri, Stefano, Häggström, Olle, Verkama, Emil, Newbould, Joshua, Gundlach, Hans, Brito-Santana, Leonor, Amaro, Brian, Vajipey, Vivek, Grover, Rynaa, Wang, Ting, Kratish, Yosi, Li, Wen-Ding, Gopi, Sivakanth, Caciolai, Andrea, de Witt, Christian Schroeder, Hernández-Cámara, Pablo, Rodolà, Emanuele, Robins, Jules, Williamson, Dominic, Cheng, Vincent, Raynor, Brad, Qi, Hao, Segev, Ben, Fan, Jingxuan, Martinson, Sarah, Wang, Erik Y., Hausknecht, Kaylie, Brenner, Michael P., Mao, Mao, Demian, Christoph, Kassani, Peyman, Zhang, Xinyu, Avagian, David, Scipio, Eshawn Jessica, Ragoler, Alon, Tan, Justin, Sims, Blake, Plecnik, Rebeka, Kirtland, Aaron, Bodur, Omer Faruk, Shinde, D. P., Labrador, Yan Carlos Leyva, Adoul, Zahra, Zekry, Mohamed, Karakoc, Ali, Santos, Tania C. B., Shamseldeen, Samir, Karim, Loukmane, Liakhovitskaia, Anna, Resman, Nate, Farina, Nicholas, Gonzalez, Juan Carlos, Maayan, Gabe, Anderson, Earth, Pena, Rodrigo De Oliveira, Kelley, Elizabeth, Mariji, Hodjat, Pouriamanesh, Rasoul, Wu, Wentao, Finocchio, Ross, Alarab, Ismail, Cole, Joshua, Ferreira, Danyelle, Johnson, Bryan, Safdari, Mohammad, Dai, Liangti, Arthornthurasuk, Siriphan, McAlister, Isaac C., Moyano, Alejandro José, Pronin, Alexey, Fan, Jing, Ramirez-Trinidad, Angel, Malysheva, Yana, Pottmaier, Daphiny, Taheri, Omid, Stepanic, Stanley, Perry, Samuel, Askew, Luke, Rodríguez, Raúl Adrián Huerta, Minissi, Ali M. R., Lorena, Ricardo, Iyer, Krishnamurthy, Fasiludeen, Arshad Anil, Clark, Ronald, Ducey, Josh, Piza, Matheus, Somrak, Maja, Vergo, Eric, Qin, Juehang, Borbás, Benjámin, Chu, Eric, Lindsey, Jack, Jallon, Antoine, McInnis, I. M. J., Chen, Evan, Semler, Avi, Gloor, Luk, Shah, Tej, Carauleanu, Marc, Lauer, Pascal, Huy, Tran Đuc, Shahrtash, Hossein, Duc, Emilien, Lewark, Lukas, Brown, Assaf, Albanie, Samuel, Weber, Brian, Vaz, Warren S., Clavier, Pierre, Fan, Yiyang, Silva, Gabriel Poesia Reis e, Long, Lian, Abramovitch, Marcus, Jiang, Xi, Mendoza, Sandra, Islam, Murat, Gonzalez, Juan, Mavroudis, Vasilios, Xu, Justin, Kumar, Pawan, Goswami, Laxman Prasad, Bugas, Daniel, Heydari, Nasser, Jeanplong, Ferenc, Jansen, Thorben, Pinto, Antonella, Apronti, Archimedes, Galal, Abdallah, Ze-An, Ng, Singh, Ankit, Jiang, Tong, Xavier, Joan of Arc, Agarwal, Kanu Priya, Berkani, Mohammed, Zhang, Gang, Du, Zhehang, Junior, Benedito Alves de Oliveira, Malishev, Dmitry, Remy, Nicolas, Hartman, Taylor D., Tarver, Tim, Mensah, Stephen, Loume, Gautier Abou, Morak, Wiktor, Habibi, Farzad, Hoback, Sarah, Cai, Will, Gimenez, Javier, Montecillo, Roselynn Grace, Łucki, Jakub, Campbell, Russell, Sharma, Asankhaya, Meer, Khalida, Gul, Shreen, Gonzalez, Daniel Espinosa, Alapont, Xavier, Hoover, Alex, Chhablani, Gunjan, Vargus, Freddie, Agarwal, Arunim, Jiang, Yibo, Patil, Deepakkumar, Outevsky, David, Scaria, Kevin Joseph, Maheshwari, Rajat, Dendane, Abdelkader, Shukla, Priti, Cartwright, Ashley, Bogdanov, Sergei, Mündler, Niels, Möller, Sören, Arnaboldi, Luca, Thaman, Kunvar, Siddiqi, Muhammad Rehan, Saxena, Prajvi, Gupta, Himanshu, Fruhauff, Tony, Sherman, Glen, Vincze, Mátyás, Usawasutsakorn, Siranut, Ler, Dylan, Radhakrishnan, Anil, Enyekwe, Innocent, Salauddin, Sk Md, Muzhen, Jiang, Maksapetyan, Aleksandr, Rossbach, Vivien, Harjadi, Chris, Bahaloohoreh, Mohsen, Sparrow, Claire, Sidhu, Jasdeep, Ali, Sam, Bian, Song, Lai, John, Singer, Eric, Uro, Justine Leon, Bateman, Greg, Sayed, Mohamed, Menshawy, Ahmed, Duclosel, Darling, Bezzi, Dario, Jain, Yashaswini, Aaron, Ashley, Tiryakioglu, Murat, Siddh, Sheeshram, Krenek, Keith, Shah, Imad Ali, Jin, Jun, Creighton, Scott, Peskoff, Denis, EL-Wasif, Zienab, P V, Ragavendran, Richmond, Michael, McGowan, Joseph, Patwardhan, Tejal, Sun, Hao-Yu, Sun, Ting, Zubić, Nikola, Sala, Samuele, Ebert, Stephen, Kaddour, Jean, Schottdorf, Manuel, Wang, Dianzhuo, Petruzella, Gerol, Meiburg, Alex, Medved, Tilen, ElSheikh, Ali, Hebbar, S Ashwin, Vaquero, Lorenzo, Yang, Xianjun, Poulos, Jason, Zouhar, Vilém, Bogdanik, Sergey, Zhang, Mingfang, Sanz-Ros, Jorge, Anugraha, David, Dai, Yinwei, Nhu, Anh N., Wang, Xue, Demircali, Ali Anil, Jia, Zhibai, Zhou, Yuyin, Wu, Juncheng, He, Mike, Chandok, Nitin, Sinha, Aarush, Luo, Gaoxiang, Le, Long, Noyé, Mickaël, Perełkiewicz, Michał, Pantidis, Ioannis, Qi, Tianbo, Purohit, Soham Sachin, Parcalabescu, Letitia, Nguyen, Thai-Hoa, Winata, Genta Indra, Ponti, Edoardo M., Li, Hanchen, Dhole, Kaustubh, Park, Jongee, Abbondanza, Dario, Wang, Yuanli, Nayak, Anupam, Caetano, Diogo M., Wong, Antonio A. W. L., del Rio-Chanona, Maria, Kondor, Dániel, Francois, Pieter, Chalstrey, Ed, Zsambok, Jakob, Hoyer, Dan, Reddish, Jenny, Hauser, Jakob, Rodrigo-Ginés, Francisco-Javier, Datta, Suchandra, Shepherd, Maxwell, Kamphuis, Thom, Zhang, Qizheng, Kim, Hyunjun, Sun, Ruiji, Yao, Jianzhu, Dernoncourt, Franck, Krishna, Satyapriya, Rismanchian, Sina, Pu, Bonan, Pinto, Francesco, Wang, Yingheng, Shridhar, Kumar, Overholt, Kalon J., Briia, Glib, Nguyen, Hieu, David, Bartomeu, Soler, Pang, Tony CY, Wecker, Adam, Xiong, Yifan, Li, Fanfei, Huber, Lukas S., Jaeger, Joshua, De Maddalena, Romano, Lù, Xing Han, Zhang, Yuhui, Beger, Claas, Kon, Patrick Tser Jern, Li, Sean, Sanker, Vivek, Yin, Ming, Liang, Yihao, Zhang, Xinlu, Agrawal, Ankit, Yifei, Li S., Zhang, Zechen, Cai, Mu, Sonmez, Yasin, Cozianu, Costin, Li, Changhao, Slen, Alex, Yu, Shoubin, Park, Hyun Kyu, Sarti, Gabriele, Briański, Marcin, Stolfo, Alessandro, Nguyen, Truong An, Zhang, Mike, Perlitz, Yotam, Hernandez-Orallo, Jose, Li, Runjia, Shabani, Amin, Juefei-Xu, Felix, Dhingra, Shikhar, Zohar, Orr, Nguyen, My Chiffon, Pondaven, Alexander, Yilmaz, Abdurrahim, Zhao, Xuandong, Jin, Chuanyang, Jiang, Muyan, Todoran, Stefan, Han, Xinyao, Kreuer, Jules, Rabern, Brian, Plassart, Anna, Maggetti, Martino, Yap, Luther, Geirhos, Robert, Kean, Jonathon, Wang, Dingsu, Mollaei, Sina, Sun, Chenkai, Yin, Yifan, Wang, Shiqi, Li, Rui, Chang, Yaowen, Wei, Anjiang, Bizeul, Alice, Wang, Xiaohan, Arrais, Alexandre Oliveira, Mukherjee, Kushin, Chamorro-Padial, Jorge, Liu, Jiachen, Qu, Xingyu, Guan, Junyi, Bouyamourn, Adam, Wu, Shuyu, Plomecka, Martyna, Chen, Junda, Tang, Mengze, Deng, Jiaqi, Subramanian, Shreyas, Xi, Haocheng, Chen, Haoxuan, Zhang, Weizhi, Ren, Yinuo, Tu, Haoqin, Kim, Sejong, Chen, Yushun, Marjanović, Sara Vera, Ha, Junwoo, Luczyna, Grzegorz, Ma, Jeff J., Shen, Zewen, Song, Dawn, Zhang, Cedegao E., Wang, Zhun, Gendron, Gaël, Xiao, Yunze, Smucker, Leo, Weng, Erica, Lee, Kwok Hao, Ye, Zhe, Ermon, Stefano, Lopez-Miguel, Ignacio D., Knights, Theo, Gitter, Anthony, Park, Namkyu, Wei, Boyi, Chen, Hongzheng, Pai, Kunal, Elkhanany, Ahmed, Lin, Han, Siedler, Philipp D., Fang, Jichao, Mishra, Ritwik, Zsolnai-Fehér, Károly, Jiang, Xilin, Khan, Shadab, Yuan, Jun, Jain, Rishab Kumar, Lin, Xi, Peterson, Mike, Wang, Zhe, Malusare, Aditya, Tang, Maosen, Gupta, Isha, Fosin, Ivan, Kang, Timothy, Dworakowska, Barbara, Matsumoto, Kazuki, Zheng, Guangyao, Sewuster, Gerben, Villanueva, Jorge Pretel, Rannev, Ivan, Chernyavsky, Igor, Chen, Jiale, Banik, Deepayan, Racz, Ben, Dong, Wenchao, Wang, Jianxin, Bashmal, Laila, Gonçalves, Duarte V., Hu, Wei, Bar, Kaushik, Bohdal, Ondrej, Patlan, Atharv Singh, Dhuliawala, Shehzaad, Geirhos, Caroline, Wist, Julien, Kansal, Yuval, Chen, Bingsen, Tire, Kutay, Yücel, Atak Talay, Christof, Brandon, Singla, Veerupaksh, Song, Zijian, Chen, Sanxing, Ge, Jiaxin, Ponkshe, Kaustubh, Park, Isaac, Shi, Tianneng, Ma, Martin Q., Mak, Joshua, Lai, Sherwin, Moulin, Antoine, Cheng, Zhuo, Zhu, Zhanda, Zhang, Ziyi, Patil, Vaidehi, Jha, Ketan, Men, Qiutong, Wu, Jiaxuan, Zhang, Tianchi, Vieira, Bruno Hebling, Aji, Alham Fikri, Chung, Jae-Won, Mahfoud, Mohammed, Hoang, Ha Thi, Sperzel, Marc, Hao, Wei, Meding, Kristof, Xu, Sihan, Kostakos, Vassilis, Manini, Davide, Liu, Yueying, Toukmaji, Christopher, Paek, Jay, Yu, Eunmi, Demircali, Arif Engin, Sun, Zhiyi, Dewerpe, Ivan, Qin, Hongsen, Pflugfelder, Roman, Bailey, James, Morris, Johnathan, Heilala, Ville, Rosset, Sybille, Yu, Zishun, Chen, Peter E., Yeo, Woongyeong, Jain, Eeshaan, Yang, Ryan, Chigurupati, Sreekar, Chernyavsky, Julia, Reddy, Sai Prajwal, Venugopalan, Subhashini, Batra, Hunar, Park, Core Francisco, Tran, Hieu, Maximiano, Guilherme, Zhang, Genghan, Liang, Yizhuo, Shiyu, Hu, Xu, Rongwu, Pan, Rui, Suresh, Siddharth, Liu, Ziqi, Gulati, Samaksh, Zhang, Songyang, Turchin, Peter, Bartlett, Christopher W., Scotese, Christopher R., Cao, Phuong M., Nattanmai, Aakaash, McKellips, Gordon, Cheraku, Anish, Suhail, Asim, Luo, Ethan, Deng, Marvin, Luo, Jason, Zhang, Ashley, Jindel, Kavin, Halevy, Kasper, Baranov, Allen, Liu, Michael, Avadhanam, Advaith, Zhang, David, Ma, Brad, Fu, Evan, Do, Liam, Lass, Joshua, Yang, Hubert, Sunkari, Surya, Bharath, Vishruth, Ai, Violet, Leung, James, Agrawal, Rishit, Zhou, Alan, Chen, Kevin, Kalpathi, Tejas, Xu, Ziqi, Wang, Gavin, Xiao, Tyler, Maung, Erik, Lee, Sam, Yue, Roy, Zhao, Ben, Yoon, Julia, Sun, Sunny, Singh, Aryan, Peng, Clark, Osbey, Tyler, Wang, Taozhi, Echeazu, Daryl, Wu, Timothy, Patel, Spandan, Kulkarni, Vidhi, Sundarapandiyan, Vijaykaarti, Le, Andrew, Nasim, Zafir, Yalam, Srikar, Kasamsetty, Ritesh, Samal, Soham, Sun, David, Shah, Nihar, Saha, Abhijeet, Zhang, Alex, Nguyen, Leon, Nagumalli, Laasya, Wang, Kaixin, Wu, Aidan, Telluri, Anwith, Yue, Summer, Wang, Alexandr, Hendrycks, Dan

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2501.14249

NVILA: Efficient Frontier Visual Language Models

Authors: Liu, Zhijian, Zhu, Ligeng, Shi, Baifeng, Zhang, Zhuoyang, Lou, Yuming, Yang, Shang, Xi, Haocheng, Cao, Shiyi, Gu, Yuxian, Li, Dacheng, Li, Xiuyu, Fang, Yunhao, Chen, Yukang, Hsieh, Cheng-Yu, Huang, De-An, Cheng, An-Chieh, Nath, Vishwesh, Hu, Jinyi, Liu, Sifei, Krishna, Ranjay, Xu, Daguang, Wang, Xiaolong, Molchanov, Pavlo, Kautz, Jan, Yin, Hongxu, Han, Song, Lu, Yao

Subject Terms: Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2412.04468

COAT: Compressing Optimizer states and Activation for Memory-Efficient FP8 Training

Authors: Xi, Haocheng, Cai, Han, Zhu, Ligeng, Lu, Yao, Keutzer, Kurt, Chen, Jianfei, Han, Song

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2410.19313

Jetfire: Efficient and Accurate Transformer Pretraining with INT8 Data Flow and Per-Block Quantization

Authors: Xi, Haocheng, Chen, Yuxiang, Zhao, Kang, Teh, Kai Jun, Chen, Jianfei, Zhu, Jun

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2403.12422

T-Rex: Text-assisted Retrosynthesis Prediction

Authors: Liu, Yifeng, Xu, Hanwen, Fang, Tangqi, Xi, Haocheng, Liu, Zixuan, Zhang, Sheng, Poon, Hoifung, Wang, Sheng

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2401.14637

Training Transformers with 4-bit Integers

Authors: Xi, Haocheng, Li, Changhao, Chen, Jianfei, Zhu, Jun

Subject Terms: Computer Science - Machine Learning, Computer Science - Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2306.11987