Author
Dan Holtmann-Rice
results may include different authors with the same name
4 papers
In this report, we introduce the Gemini 2.X model family: Gemini 2.5 Pro and Gemini 2.5 Flash, as well as our earlier Gemini 2.0 Flash and Flash-Lite models. Gemini 2.5 Pro is our most capable model yet, achieving SoTA performance on…
Computation and Language · Computer Science
2025-12-22
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This report introduces a new family of multimodal models, Gemini, that exhibit remarkable capabilities across image, audio, video, and text understanding. The Gemini family consists of Ultra, Pro, and Nano sizes, suitable for applications…
Computation and Language · Computer Science
2025-05-13
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Jackson Tolins , Kelvin Guu , Roey Yogev , Xiaochen Cai , Alessandro Agostini , Maulik Shah , Hung Nguyen , Noah Ó Donnaile , Sébastien Pereira , Linda Friso , Adam Stambler , Adam Kurzrok , Chenkai Kuang , Yan Romanikhin , Mark Geller , ZJ Yan , Kane Jang , Cheng-Chun Lee , Wojciech Fica , Eric Malmi , Qijun Tan , Dan Banica , Daniel Balle , Ryan Pham , Yanping Huang , Diana Avram , Hongzhi Shi , Jasjot Singh , Chris Hidey , Niharika Ahuja , Pranab Saxena , Dan Dooley , Srividya Pranavi Potharaju , Eileen O'Neill , Anand Gokulchandran , Ryan Foley , Kai Zhao , Mike Dusenberry , Yuan Liu , Pulkit Mehta , Ragha Kotikalapudi , Chalence Safranek-Shrader , Andrew Goodman , Joshua Kessinger , Eran Globen , Prateek Kolhar , Chris Gorgolewski , Ali Ibrahim , Yang Song , Ali Eichenbaum , Thomas Brovelli , Sahitya Potluri , Preethi Lahoti , Cip Baetu , Ali Ghorbani , Charles Chen , Andy Crawford , Shalini Pal , Mukund Sridhar , Petru Gurita , Asier Mujika , Igor Petrovski , Pierre-Louis Cedoz , Chenmei Li , Shiyuan Chen , Niccolò Dal Santo , Siddharth Goyal , Jitesh Punjabi , Karthik Kappaganthu , Chester Kwak , Pallavi LV , Sarmishta Velury , Himadri Choudhury , Jamie Hall , Premal Shah , Ricardo Figueira , Matt Thomas , Minjie Lu , Ting Zhou , Chintu Kumar , Thomas Jurdi , Sharat Chikkerur , Yenai Ma , Adams Yu , Soo Kwak , Victor Ähdel , Sujeevan Rajayogam , Travis Choma , Fei Liu , Aditya Barua , Colin Ji , Ji Ho Park , Vincent Hellendoorn , Alex Bailey , Taylan Bilal , Huanjie Zhou , Mehrdad Khatir , Charles Sutton , Wojciech Rzadkowski , Fiona Macintosh , Roopali Vij , Konstantin Shagin , Paul Medina , Chen Liang , Jinjing Zhou , Pararth Shah , Yingying Bi , Attila Dankovics , Shipra Banga , Sabine Lehmann , Marissa Bredesen , Zifan Lin , John Eric Hoffmann , Jonathan Lai , Raynald Chung , Kai Yang , Nihal Balani , Arthur Bražinskas , Andrei Sozanschi , Matthew Hayes , Héctor Fernández Alcalde , Peter Makarov , Will Chen , Antonio Stella , Liselotte Snijders , Michael Mandl , Ante Kärrman , Paweł Nowak , Xinyi Wu , Alex Dyck , Krishnan Vaidyanathan , Raghavender R , Jessica Mallet , Mitch Rudominer , Eric Johnston , Sushil Mittal , Akhil Udathu , Janara Christensen , Vishal Verma , Zach Irving , Andreas Santucci , Gamaleldin Elsayed , Elnaz Davoodi , Marin Georgiev , Ian Tenney , Nan Hua , Geoffrey Cideron , Edouard Leurent , Mahmoud Alnahlawi , Ionut Georgescu , Nan Wei , Ivy Zheng , Dylan Scandinaro , Heinrich Jiang , Jasper Snoek , Mukund Sundararajan , Xuezhi Wang , Zack Ontiveros , Itay Karo , Jeremy Cole , Vinu Rajashekhar , Lara Tumeh , Eyal Ben-David , Rishub Jain , Jonathan Uesato , Romina Datta , Oskar Bunyan , Shimu Wu , John Zhang , Piotr Stanczyk , Ye Zhang , David Steiner , Subhajit Naskar , Michael Azzam , Matthew Johnson , Adam Paszke , Chung-Cheng Chiu , Jaume Sanchez Elias , Afroz Mohiuddin , Faizan Muhammad , Jin Miao , Andrew Lee , Nino Vieillard , Jane Park , Jiageng Zhang , Jeff Stanway , Drew Garmon , Abhijit Karmarkar , Zhe Dong , Jong Lee , Aviral Kumar , Luowei Zhou , Jonathan Evens , William Isaac , Geoffrey Irving , Edward Loper , Michael Fink , Isha Arkatkar , Nanxin Chen , Izhak Shafran , Ivan Petrychenko , Zhe Chen , Johnson Jia , Anselm Levskaya , Zhenkai Zhu , Peter Grabowski , Yu Mao , Alberto Magni , Kaisheng Yao , Javier Snaider , Norman Casagrande , Evan Palmer , Paul Suganthan , Alfonso Castaño , Irene Giannoumis , Wooyeol Kim , Mikołaj Rybiński , Ashwin Sreevatsa , Jennifer Prendki , David Soergel , Adrian Goedeckemeyer , Willi Gierke , Mohsen Jafari , Meenu Gaba , Jeremy Wiesner , Diana Gage Wright , Yawen Wei , Harsha Vashisht , Yana Kulizhskaya , Jay Hoover , Maigo Le , Lu Li , Chimezie Iwuanyanwu , Lu Liu , Kevin Ramirez , Andrey Khorlin , Albert Cui , Tian LIN , Marcus Wu , Ricardo Aguilar , Keith Pallo , Abhishek Chakladar , Ginger Perng , Elena Allica Abellan , Mingyang Zhang , Ishita Dasgupta , Nate Kushman , Ivo Penchev , Alena Repina , Xihui Wu , Tom van der Weide , Priya Ponnapalli , Caroline Kaplan , Jiri Simsa , Shuangfeng Li , Olivier Dousse , Fan Yang , Jeff Piper , Nathan Ie , Rama Pasumarthi , Nathan Lintz , Anitha Vijayakumar , Daniel Andor , Pedro Valenzuela , Minnie Lui , Cosmin Paduraru , Daiyi Peng , Katherine Lee , Shuyuan Zhang , Somer Greene , Duc Dung Nguyen , Paula Kurylowicz , Cassidy Hardin , Lucas Dixon , Lili Janzer , Kiam Choo , Ziqiang Feng , Biao Zhang , Achintya Singhal , Dayou Du , Dan McKinnon , Natasha Antropova , Tolga Bolukbasi , Orgad Keller , David Reid , Daniel Finchelstein , Maria Abi Raad , Remi Crocker , Peter Hawkins , Robert Dadashi , Colin Gaffney , Ken Franko , Anna Bulanova , Rémi Leblond , Shirley Chung , Harry Askham , Luis C. Cobo , Kelvin Xu , Felix Fischer , Jun Xu , Christina Sorokin , Chris Alberti , Chu-Cheng Lin , Colin Evans , Alek Dimitriev , Hannah Forbes , Dylan Banarse , Zora Tung , Mark Omernick , Colton Bishop , Rachel Sterneck , Rohan Jain , Jiawei Xia , Ehsan Amid , Francesco Piccinno , Xingyu Wang , Praseem Banzal , Daniel J. Mankowitz , Alex Polozov , Victoria Krakovna , Sasha Brown , MohammadHossein Bateni , Dennis Duan , Vlad Firoiu , Meghana Thotakuri , Tom Natan , Matthieu Geist , Ser tan Girgin , Hui Li , Jiayu Ye , Ofir Roval , Reiko Tojo , Michael Kwong , James Lee-Thorp , Christopher Yew , Danila Sinopalnikov , Sabela Ramos , John Mellor , Abhishek Sharma , Kathy Wu , David Miller , Nicolas Sonnerat , Denis Vnukov , Rory Greig , Jennifer Beattie , Emily Caveness , Libin Bai , Julian Eisenschlos , Alex Korchemniy , Tomy Tsai , Mimi Jasarevic , Weize Kong , Phuong Dao , Zeyu Zheng , Frederick Liu , Fan Yang , Rui Zhu , Tian Huey Teh , Jason Sanmiya , Evgeny Gladchenko , Nejc Trdin , Daniel Toyama , Evan Rosen , Sasan Tavakkol , Linting Xue , Chen Elkind , Oliver Woodman , John Carpenter , George Papamakarios , Rupert Kemp , Sushant Kafle , Tanya Grunina , Rishika Sinha , Alice Talbert , Diane Wu , Denese Owusu-Afriyie , Cosmo Du , Chloe Thornton , Jordi Pont-Tuset , Pradyumna Narayana , Jing Li , Saaber Fatehi , John Wieting , Omar Ajmeri , Benigno Uria , Yeongil Ko , Laura Knight , Amélie Héliou , Ning Niu , Shane Gu , Chenxi Pang , Yeqing Li , Nir Levine , Ariel Stolovich , Rebeca Santamaria-Fernandez , Sonam Goenka , Wenny Yustalim , Robin Strudel , Ali Elqursh , Charlie Deck , Hyo Lee , Zonglin Li , Kyle Levin , Raphael Hoffmann , Dan Holtmann-Rice , Olivier Bachem , Sho Arora , Christy Koh , Soheil Hassas Yeganeh , Siim Põder , Mukarram Tariq , Yanhua Sun , Lucian Ionita , Mojtaba Seyedhosseini , Pouya Tafti , Zhiyu Liu , Anmol Gulati , Jasmine Liu , Xinyu Ye , Bart Chrzaszcz , Lily Wang , Nikhil Sethi , Tianrun Li , Ben Brown , Shreya Singh , Wei Fan , Aaron Parisi , Joe Stanton , Vinod Koverkathu , Christopher A. Choquette-Choo , Yunjie Li , TJ Lu , Abe Ittycheriah , Prakash Shroff , Mani Varadarajan , Sanaz Bahargam , Rob Willoughby , David Gaddy , Guillaume Desjardins , Marco Cornero , Brona Robenek , Bhavishya Mittal , Ben Albrecht , Ashish Shenoy , Fedor Moiseev , Henrik Jacobsson , Alireza Ghaffarkhah , Morgane Rivière , Alanna Walton , Clément Crepy , Alicia Parrish , Zongwei Zhou , Clement Farabet , Carey Radebaugh , Praveen Srinivasan , Claudia van der Salm , Andreas Fidjeland , Salvatore Scellato , Eri Latorre-Chimoto , Hanna Klimczak-Plucińska , David Bridson , Dario de Cesare , Tom Hudson , Piermaria Mendolicchio , Lexi Walker , Alex Morris , Matthew Mauger , Alexey Guseynov , Alison Reid , Seth Odoom , Lucia Loher , Victor Cotruta , Madhavi Yenugula , Dominik Grewe , Anastasia Petrushkina , Tom Duerig , Antonio Sanchez , Steve Yadlowsky , Amy Shen , Amir Globerson , Lynette Webb , Sahil Dua , Dong Li , Surya Bhupatiraju , Dan Hurt , Haroon Qureshi , Ananth Agarwal , Tomer Shani , Matan Eyal , Anuj Khare , Shreyas Rammohan Belle , Lei Wang , Chetan Tekur , Mihir Sanjay Kale , Jinliang Wei , Ruoxin Sang , Brennan Saeta , Tyler Liechty , Yi Sun , Yao Zhao , Stephan Lee , Pandu Nayak , Doug Fritz , Manish Reddy Vuyyuru , John Aslanides , Nidhi Vyas , Martin Wicke , Xiao Ma , Evgenii Eltyshev , Nina Martin , Hardie Cate , James Manyika , Keyvan Amiri , Yelin Kim , Xi Xiong , Kai Kang , Florian Luisier , Nilesh Tripuraneni , David Madras , Mandy Guo , Austin Waters , Oliver Wang , Joshua Ainslie , Jason Baldridge , Han Zhang , Garima Pruthi , Jakob Bauer , Feng Yang , Riham Mansour , Jason Gelman , Yang Xu , George Polovets , Ji Liu , Honglong Cai , Warren Chen , XiangHai Sheng , Emily Xue , Sherjil Ozair , Christof Angermueller , Xiaowei Li , Anoop Sinha , Weiren Wang , Julia Wiesinger , Emmanouil Koukoumidis , Yuan Tian , Anand Iyer , Madhu Gurumurthy , Mark Goldenson , Parashar Shah , MK Blake , Hongkun Yu , Anthony Urbanowicz , Jennimaria Palomaki , Chrisantha Fernando , Ken Durden , Harsh Mehta , Nikola Momchev , Elahe Rahimtoroghi , Maria Georgaki , Amit Raul , Sebastian Ruder , Morgan Redshaw , Jinhyuk Lee , Denny Zhou , Komal Jalan , Dinghua Li , Blake Hechtman , Parker Schuh , Milad Nasr , Kieran Milan , Vladimir Mikulik , Juliana Franco , Tim Green , Nam Nguyen , Joe Kelley , Aroma Mahendru , Andrea Hu , Joshua Howland , Ben Vargas , Jeffrey Hui , Kshitij Bansal , Vikram Rao , Rakesh Ghiya , Emma Wang , Ke Ye , Jean Michel Sarr , Melanie Moranski Preston , Madeleine Elish , Steve Li , Aakash Kaku , Jigar Gupta , Ice Pasupat , Da-Cheng Juan , Milan Someswar , Tejvi M. , Xinyun Chen , Aida Amini , Alex Fabrikant , Eric Chu , Xuanyi Dong , Amruta Muthal , Senaka Buthpitiya , Sarthak Jauhari , Nan Hua , Urvashi Khandelwal , Ayal Hitron , Jie Ren , Larissa Rinaldi , Shahar Drath , Avigail Dabush , Nan-Jiang Jiang , Harshal Godhia , Uli Sachs , Anthony Chen , Yicheng Fan , Hagai Taitelbaum , Hila Noga , Zhuyun Dai , James Wang , Chen Liang , Jenny Hamer , Chun-Sung Ferng , Chenel Elkind , Aviel Atias , Paulina Lee , Vít Listík , Mathias Carlen , Jan van de Kerkhof , Marcin Pikus , Krunoslav Zaher , Paul Müller , Sasha Zykova , Richard Stefanec , Vitaly Gatsko , Christoph Hirnschall , Ashwin Sethi , Xingyu Federico Xu , Chetan Ahuja , Beth Tsai , Anca Stefanoiu , Bo Feng , Keshav Dhandhania , Manish Katyal , Akshay Gupta , Atharva Parulekar , Divya Pitta , Jing Zhao , Vivaan Bhatia , Yashodha Bhavnani , Omar Alhadlaq , Xiaolin Li , Peter Danenberg , Dennis Tu , Alex Pine , Vera Filippova , Abhipso Ghosh , Ben Limonchik , Bhargava Urala , Chaitanya Krishna Lanka , Derik Clive , Yi Sun , Edward Li , Hao Wu , Kevin Hongtongsak , Ianna Li , Kalind Thakkar , Kuanysh Omarov , Kushal Majmundar , Michael Alverson , Michael Kucharski , Mohak Patel , Mudit Jain , Maksim Zabelin , Paolo Pelagatti , Rohan Kohli , Saurabh Kumar , Joseph Kim , Swetha Sankar , Vineet Shah , Lakshmi Ramachandruni , Xiangkai Zeng , Ben Bariach , Laura Weidinger , Tu Vu , Alek Andreev , Antoine He , Kevin Hui , Sheleem Kashem , Amar Subramanya , Sissie Hsiao , Demis Hassabis , Koray Kavukcuoglu , Adam Sadovsky , Quoc Le , Trevor Strohman , Yonghui Wu , Slav Petrov , Jeffrey Dean , Oriol Vinyals
In this report, we introduce the Gemini 1.5 family of models, representing the next generation of highly compute-efficient multimodal models capable of recalling and reasoning over fine-grained information from millions of tokens of…
Computation and Language · Computer Science
2024-12-17
Gemini Team , Petko Georgiev , Ving Ian Lei , Ryan Burnell , Libin Bai , Anmol Gulati , Garrett Tanzer , Damien Vincent , Zhufeng Pan , Shibo Wang , Soroosh Mariooryad , Yifan Ding , Xinyang Geng , Fred Alcober , Roy Frostig , Mark Omernick , Lexi Walker , Cosmin Paduraru , Christina Sorokin , Andrea Tacchetti , Colin Gaffney , Samira Daruki , Olcan Sercinoglu , Zach Gleicher , Juliette Love , Paul Voigtlaender , Rohan Jain , Gabriela Surita , Kareem Mohamed , Rory Blevins , Junwhan Ahn , Tao Zhu , Kornraphop Kawintiranon , Orhan Firat , Yiming Gu , Yujing Zhang , Matthew Rahtz , Manaal Faruqui , Natalie Clay , Justin Gilmer , JD Co-Reyes , Ivo Penchev , Rui Zhu , Nobuyuki Morioka , Kevin Hui , Krishna Haridasan , Victor Campos , Mahdis Mahdieh , Mandy Guo , Samer Hassan , Kevin Kilgour , Arpi Vezer , Heng-Tze Cheng , Raoul de Liedekerke , Siddharth Goyal , Paul Barham , DJ Strouse , Seb Noury , Jonas Adler , Mukund Sundararajan , Sharad Vikram , Dmitry Lepikhin , Michela Paganini , Xavier Garcia , Fan Yang , Dasha Valter , Maja Trebacz , Kiran Vodrahalli , Chulayuth Asawaroengchai , Roman Ring , Norbert Kalb , Livio Baldini Soares , Siddhartha Brahma , David Steiner , Tianhe Yu , Fabian Mentzer , Antoine He , Lucas Gonzalez , Bibo Xu , Raphael Lopez Kaufman , Laurent El Shafey , Junhyuk Oh , Tom Hennigan , George van den Driessche , Seth Odoom , Mario Lucic , Becca Roelofs , Sid Lall , Amit Marathe , Betty Chan , Santiago Ontanon , Luheng He , Denis Teplyashin , Jonathan Lai , Phil Crone , Bogdan Damoc , Lewis Ho , Sebastian Riedel , Karel Lenc , Chih-Kuan Yeh , Aakanksha Chowdhery , Yang Xu , Mehran Kazemi , Ehsan Amid , Anastasia Petrushkina , Kevin Swersky , Ali Khodaei , Gowoon Chen , Chris Larkin , Mario Pinto , Geng Yan , Adria Puigdomenech Badia , Piyush Patil , Steven Hansen , Dave Orr , Sebastien M. R. Arnold , Jordan Grimstad , Andrew Dai , Sholto Douglas , Rishika Sinha , Vikas Yadav , Xi Chen , Elena Gribovskaya , Jacob Austin , Jeffrey Zhao , Kaushal Patel , Paul Komarek , Sophia Austin , Sebastian Borgeaud , Linda Friso , Abhimanyu Goyal , Ben Caine , Kris Cao , Da-Woon Chung , Matthew Lamm , Gabe Barth-Maron , Thais Kagohara , Kate Olszewska , Mia Chen , Kaushik Shivakumar , Rishabh Agarwal , Harshal Godhia , Ravi Rajwar , Javier Snaider , Xerxes Dotiwalla , Yuan Liu , Aditya Barua , Victor Ungureanu , Yuan Zhang , Bat-Orgil Batsaikhan , Mateo Wirth , James Qin , Ivo Danihelka , Tulsee Doshi , Martin Chadwick , Jilin Chen , Sanil Jain , Quoc Le , Arjun Kar , Madhu Gurumurthy , Cheng Li , Ruoxin Sang , Fangyu Liu , Lampros Lamprou , Rich Munoz , Nathan Lintz , Harsh Mehta , Heidi Howard , Malcolm Reynolds , Lora Aroyo , Quan Wang , Lorenzo Blanco , Albin Cassirer , Jordan Griffith , Dipanjan Das , Stephan Lee , Jakub Sygnowski , Zach Fisher , James Besley , Richard Powell , Zafarali Ahmed , Dominik Paulus , David Reitter , Zalan Borsos , Rishabh Joshi , Aedan Pope , Steven Hand , Vittorio Selo , Vihan Jain , Nikhil Sethi , Megha Goel , Takaki Makino , Rhys May , Zhen Yang , Johan Schalkwyk , Christina Butterfield , Anja Hauth , Alex Goldin , Will Hawkins , Evan Senter , Sergey Brin , Oliver Woodman , Marvin Ritter , Eric Noland , Minh Giang , Vijay Bolina , Lisa Lee , Tim Blyth , Ian Mackinnon , Machel Reid , Obaid Sarvana , David Silver , Alexander Chen , Lily Wang , Loren Maggiore , Oscar Chang , Nithya Attaluri , Gregory Thornton , Chung-Cheng Chiu , Oskar Bunyan , Nir Levine , Timothy Chung , Evgenii Eltyshev , Xiance Si , Timothy Lillicrap , Demetra Brady , Vaibhav Aggarwal , Boxi Wu , Yuanzhong Xu , Ross McIlroy , Kartikeya Badola , Paramjit Sandhu , Erica Moreira , Wojciech Stokowiec , Ross Hemsley , Dong Li , Alex Tudor , Pranav Shyam , Elahe Rahimtoroghi , Salem Haykal , Pablo Sprechmann , Xiang Zhou , Diana Mincu , Yujia Li , Ravi Addanki , Kalpesh Krishna , Xiao Wu , Alexandre Frechette , Matan Eyal , Allan Dafoe , Dave Lacey , Jay Whang , Thi Avrahami , Ye Zhang , Emanuel Taropa , Hanzhao Lin , Daniel Toyama , Eliza Rutherford , Motoki Sano , HyunJeong Choe , Alex Tomala , Chalence Safranek-Shrader , Nora Kassner , Mantas Pajarskas , Matt Harvey , Sean Sechrist , Meire Fortunato , Christina Lyu , Gamaleldin Elsayed , Chenkai Kuang , James Lottes , Eric Chu , Chao Jia , Chih-Wei Chen , Peter Humphreys , Kate Baumli , Connie Tao , Rajkumar Samuel , Cicero Nogueira dos Santos , Anders Andreassen , Nemanja Rakićević , Dominik Grewe , Aviral Kumar , Stephanie Winkler , Jonathan Caton , Andrew Brock , Sid Dalmia , Hannah Sheahan , Iain Barr , Yingjie Miao , Paul Natsev , Jacob Devlin , Feryal Behbahani , Flavien Prost , Yanhua Sun , Artiom Myaskovsky , Thanumalayan Sankaranarayana Pillai , Dan Hurt , Angeliki Lazaridou , Xi Xiong , Ce Zheng , Fabio Pardo , Xiaowei Li , Dan Horgan , Joe Stanton , Moran Ambar , Fei Xia , Alejandro Lince , Mingqiu Wang , Basil Mustafa , Albert Webson , Hyo Lee , Rohan Anil , Martin Wicke , Timothy Dozat , Abhishek Sinha , Enrique Piqueras , Elahe Dabir , Shyam Upadhyay , Anudhyan Boral , Lisa Anne Hendricks , Corey Fry , Josip Djolonga , Yi Su , Jake Walker , Jane Labanowski , Ronny Huang , Vedant Misra , Jeremy Chen , RJ Skerry-Ryan , Avi Singh , Shruti Rijhwani , Dian Yu , Alex Castro-Ros , Beer Changpinyo , Romina Datta , Sumit Bagri , Arnar Mar Hrafnkelsson , Marcello Maggioni , Daniel Zheng , Yury Sulsky , Shaobo Hou , Tom Le Paine , Antoine Yang , Jason Riesa , Dominika Rogozinska , Dror Marcus , Dalia El Badawy , Qiao Zhang , Luyu Wang , Helen Miller , Jeremy Greer , Lars Lowe Sjos , Azade Nova , Heiga Zen , Rahma Chaabouni , Mihaela Rosca , Jiepu Jiang , Charlie Chen , Ruibo Liu , Tara Sainath , Maxim Krikun , Alex Polozov , Jean-Baptiste Lespiau , Josh Newlan , Zeyncep Cankara , Soo Kwak , Yunhan Xu , Phil Chen , Andy Coenen , Clemens Meyer , Katerina Tsihlas , Ada Ma , Juraj Gottweis , Jinwei Xing , Chenjie Gu , Jin Miao , Christian Frank , Zeynep Cankara , Sanjay Ganapathy , Ishita Dasgupta , Steph Hughes-Fitt , Heng Chen , David Reid , Keran Rong , Hongmin Fan , Joost van Amersfoort , Vincent Zhuang , Aaron Cohen , Shixiang Shane Gu , Anhad Mohananey , Anastasija Ilic , Taylor Tobin , John Wieting , Anna Bortsova , Phoebe Thacker , Emma Wang , Emily Caveness , Justin Chiu , Eren Sezener , Alex Kaskasoli , Steven Baker , Katie Millican , Mohamed Elhawaty , Kostas Aisopos , Carl Lebsack , Nathan Byrd , Hanjun Dai , Wenhao Jia , Matthew Wiethoff , Elnaz Davoodi , Albert Weston , Lakshman Yagati , Arun Ahuja , Isabel Gao , Golan Pundak , Susan Zhang , Michael Azzam , Khe Chai Sim , Sergi Caelles , James Keeling , Abhanshu Sharma , Andy Swing , YaGuang Li , Chenxi Liu , Carrie Grimes Bostock , Yamini Bansal , Zachary Nado , Ankesh Anand , Josh Lipschultz , Abhijit Karmarkar , Lev Proleev , Abe Ittycheriah , Soheil Hassas Yeganeh , George Polovets , Aleksandra Faust , Jiao Sun , Alban Rrustemi , Pen Li , Rakesh Shivanna , Jeremiah Liu , Chris Welty , Federico Lebron , Anirudh Baddepudi , Sebastian Krause , Emilio Parisotto , Radu Soricut , Zheng Xu , Dawn Bloxwich , Melvin Johnson , Behnam Neyshabur , Justin Mao-Jones , Renshen Wang , Vinay Ramasesh , Zaheer Abbas , Arthur Guez , Constant Segal , Duc Dung Nguyen , James Svensson , Le Hou , Sarah York , Kieran Milan , Sophie Bridgers , Wiktor Gworek , Marco Tagliasacchi , James Lee-Thorp , Michael Chang , Alexey Guseynov , Ale Jakse Hartman , Michael Kwong , Ruizhe Zhao , Sheleem Kashem , Elizabeth Cole , Antoine Miech , Richard Tanburn , Mary Phuong , Filip Pavetic , Sebastien Cevey , Ramona Comanescu , Richard Ives , Sherry Yang , Cosmo Du , Bo Li , Zizhao Zhang , Mariko Iinuma , Clara Huiyi Hu , Aurko Roy , Shaan Bijwadia , Zhenkai Zhu , Danilo Martins , Rachel Saputro , Anita Gergely , Steven Zheng , Dawei Jia , Ioannis Antonoglou , Adam Sadovsky , Shane Gu , Yingying Bi , Alek Andreev , Sina Samangooei , Mina Khan , Tomas Kocisky , Angelos Filos , Chintu Kumar , Colton Bishop , Adams Yu , Sarah Hodkinson , Sid Mittal , Premal Shah , Alexandre Moufarek , Yong Cheng , Adam Bloniarz , Jaehoon Lee , Pedram Pejman , Paul Michel , Stephen Spencer , Vladimir Feinberg , Xuehan Xiong , Nikolay Savinov , Charlotte Smith , Siamak Shakeri , Dustin Tran , Mary Chesus , Bernd Bohnet , George Tucker , Tamara von Glehn , Carrie Muir , Yiran Mao , Hideto Kazawa , Ambrose Slone , Kedar Soparkar , Disha Shrivastava , James Cobon-Kerr , Michael Sharman , Jay Pavagadhi , Carlos Araya , Karolis Misiunas , Nimesh Ghelani , Michael Laskin , David Barker , Qiujia Li , Anton Briukhov , Neil Houlsby , Mia Glaese , Balaji Lakshminarayanan , Nathan Schucher , Yunhao Tang , Eli Collins , Hyeontaek Lim , Fangxiaoyu Feng , Adria Recasens , Guangda Lai , Alberto Magni , Nicola De Cao , Aditya Siddhant , Zoe Ashwood , Jordi Orbay , Mostafa Dehghani , Jenny Brennan , Yifan He , Kelvin Xu , Yang Gao , Carl Saroufim , James Molloy , Xinyi Wu , Seb Arnold , Solomon Chang , Julian Schrittwieser , Elena Buchatskaya , Soroush Radpour , Martin Polacek , Skye Giordano , Ankur Bapna , Simon Tokumine , Vincent Hellendoorn , Thibault Sottiaux , Sarah Cogan , Aliaksei Severyn , Mohammad Saleh , Shantanu Thakoor , Laurent Shefey , Siyuan Qiao , Meenu Gaba , Shuo-yiin Chang , Craig Swanson , Biao Zhang , Benjamin Lee , Paul Kishan Rubenstein , Gan Song , Tom Kwiatkowski , Anna Koop , Ajay Kannan , David Kao , Parker Schuh , Axel Stjerngren , Golnaz Ghiasi , Gena Gibson , Luke Vilnis , Ye Yuan , Felipe Tiengo Ferreira , Aishwarya Kamath , Ted Klimenko , Ken Franko , Kefan Xiao , Indro Bhattacharya , Miteyan Patel , Rui Wang , Alex Morris , Robin Strudel , Vivek Sharma , Peter Choy , Sayed Hadi Hashemi , Jessica Landon , Mara Finkelstein , Priya Jhakra , Justin Frye , Megan Barnes , Matthew Mauger , Dennis Daun , Khuslen Baatarsukh , Matthew Tung , Wael Farhan , Henryk Michalewski , Fabio Viola , Felix de Chaumont Quitry , Charline Le Lan , Tom Hudson , Qingze Wang , Felix Fischer , Ivy Zheng , Elspeth White , Anca Dragan , Jean-baptiste Alayrac , Eric Ni , Alexander Pritzel , Adam Iwanicki , Michael Isard , Anna Bulanova , Lukas Zilka , Ethan Dyer , Devendra Sachan , Srivatsan Srinivasan , Hannah Muckenhirn , Honglong Cai , Amol Mandhane , Mukarram Tariq , Jack W. Rae , Gary Wang , Kareem Ayoub , Nicholas FitzGerald , Yao Zhao , Woohyun Han , Chris Alberti , Dan Garrette , Kashyap Krishnakumar , Mai Gimenez , Anselm Levskaya , Daniel Sohn , Josip Matak , Inaki Iturrate , Michael B. Chang , Jackie Xiang , Yuan Cao , Nishant Ranka , Geoff Brown , Adrian Hutter , Vahab Mirrokni , Nanxin Chen , Kaisheng Yao , Zoltan Egyed , Francois Galilee , Tyler Liechty , Praveen Kallakuri , Evan Palmer , Sanjay Ghemawat , Jasmine Liu , David Tao , Chloe Thornton , Tim Green , Mimi Jasarevic , Sharon Lin , Victor Cotruta , Yi-Xuan Tan , Noah Fiedel , Hongkun Yu , Ed Chi , Alexander Neitz , Jens Heitkaemper , Anu Sinha , Denny Zhou , Yi Sun , Charbel Kaed , Brice Hulse , Swaroop Mishra , Maria Georgaki , Sneha Kudugunta , Clement Farabet , Izhak Shafran , Daniel Vlasic , Anton Tsitsulin , Rajagopal Ananthanarayanan , Alen Carin , Guolong Su , Pei Sun , Shashank V , Gabriel Carvajal , Josef Broder , Iulia Comsa , Alena Repina , William Wong , Warren Weilun Chen , Peter Hawkins , Egor Filonov , Lucia Loher , Christoph Hirnschall , Weiyi Wang , Jingchen Ye , Andrea Burns , Hardie Cate , Diana Gage Wright , Federico Piccinini , Lei Zhang , Chu-Cheng Lin , Ionel Gog , Yana Kulizhskaya , Ashwin Sreevatsa , Shuang Song , Luis C. Cobo , Anand Iyer , Chetan Tekur , Guillermo Garrido , Zhuyun Xiao , Rupert Kemp , Huaixiu Steven Zheng , Hui Li , Ananth Agarwal , Christel Ngani , Kati Goshvadi , Rebeca Santamaria-Fernandez , Wojciech Fica , Xinyun Chen , Chris Gorgolewski , Sean Sun , Roopal Garg , Xinyu Ye , S. M. 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Choquette-Choo , James Manyika , Brona Robenek , Harsha Vashisht , Sebastien Pereira , Hoi Lam , Marko Velic , Denese Owusu-Afriyie , Katherine Lee , Tolga Bolukbasi , Alicia Parrish , Shawn Lu , Jane Park , Balaji Venkatraman , Alice Talbert , Lambert Rosique , Yuchung Cheng , Andrei Sozanschi , Adam Paszke , Praveen Kumar , Jessica Austin , Lu Li , Khalid Salama , Bartek Perz , Wooyeol Kim , Nandita Dukkipati , Anthony Baryshnikov , Christos Kaplanis , XiangHai Sheng , Yuri Chervonyi , Caglar Unlu , Diego de Las Casas , Harry Askham , Kathryn Tunyasuvunakool , Felix Gimeno , Siim Poder , Chester Kwak , Matt Miecnikowski , Vahab Mirrokni , Alek Dimitriev , Aaron Parisi , Dangyi Liu , Tomy Tsai , Toby Shevlane , Christina Kouridi , Drew Garmon , Adrian Goedeckemeyer , Adam R. Brown , Anitha Vijayakumar , Ali Elqursh , Sadegh Jazayeri , Jin Huang , Sara Mc Carthy , Jay Hoover , Lucy Kim , Sandeep Kumar , Wei Chen , Courtney Biles , Garrett Bingham , Evan Rosen , Lisa Wang , Qijun Tan , David Engel , Francesco Pongetti , Dario de Cesare , Dongseong Hwang , Lily Yu , Jennifer Pullman , Srini Narayanan , Kyle Levin , Siddharth Gopal , Megan Li , Asaf Aharoni , Trieu Trinh , Jessica Lo , Norman Casagrande , Roopali Vij , Loic Matthey , Bramandia Ramadhana , Austin Matthews , CJ Carey , Matthew Johnson , Kremena Goranova , Rohin Shah , Shereen Ashraf , Kingshuk Dasgupta , Rasmus Larsen , Yicheng Wang , Manish Reddy Vuyyuru , Chong Jiang , Joana Ijazi , Kazuki Osawa , Celine Smith , Ramya Sree Boppana , Taylan Bilal , Yuma Koizumi , Ying Xu , Yasemin Altun , Nir Shabat , Ben Bariach , Alex Korchemniy , Kiam Choo , Olaf Ronneberger , Chimezie Iwuanyanwu , Shubin Zhao , David Soergel , Cho-Jui Hsieh , Irene Cai , Shariq Iqbal , Martin Sundermeyer , Zhe Chen , Elie Bursztein , Chaitanya Malaviya , Fadi Biadsy , Prakash Shroff , Inderjit Dhillon , Tejasi Latkar , Chris Dyer , Hannah Forbes , Massimo Nicosia , Vitaly Nikolaev , Somer Greene , Marin Georgiev , Pidong Wang , Nina Martin , Hanie Sedghi , John Zhang , Praseem Banzal , Doug Fritz , Vikram Rao , Xuezhi Wang , Jiageng Zhang , Viorica Patraucean , Dayou Du , Igor Mordatch , Ivan Jurin , Lewis Liu , Ayush Dubey , Abhi Mohan , Janek Nowakowski , Vlad-Doru Ion , Nan Wei , Reiko Tojo , Maria Abi Raad , Drew A. Hudson , Vaishakh Keshava , Shubham Agrawal , Kevin Ramirez , Zhichun Wu , Hoang Nguyen , Ji Liu , Madhavi Sewak , Bryce Petrini , DongHyun Choi , Ivan Philips , Ziyue Wang , Ioana Bica , Ankush Garg , Jarek Wilkiewicz , Priyanka Agrawal , Xiaowei Li , Danhao Guo , Emily Xue , Naseer Shaik , Andrew Leach , Sadh MNM Khan , Julia Wiesinger , Sammy Jerome , Abhishek Chakladar , Alek Wenjiao Wang , Tina Ornduff , Folake Abu , Alireza Ghaffarkhah , Marcus Wainwright , Mario Cortes , Frederick Liu , Joshua Maynez , Andreas Terzis , Pouya Samangouei , Riham Mansour , Tomasz Kępa , François-Xavier Aubet , Anton Algymr , Dan Banica , Agoston Weisz , Andras Orban , Alexandre Senges , Ewa Andrejczuk , Mark Geller , Niccolo Dal Santo , Valentin Anklin , Majd Al Merey , Martin Baeuml , Trevor Strohman , Junwen Bai , Slav Petrov , Yonghui Wu , Demis Hassabis , Koray Kavukcuoglu , Jeff Dean , Oriol Vinyals
We consider the problem of retrieving the most relevant labels for a given input when the size of the output space is very large. Retrieval methods are modeled as set-valued classifiers which output a small set of classes for each input,…
Machine Learning · Computer Science
2018-10-17
Sashank J. Reddi , Satyen Kale , Felix Yu , Dan Holtmann-Rice , Jiecao Chen , Sanjiv Kumar