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He , Xiao Wu , Maggie Song , Rachel Sterneck , Stefan Zinke , Dan A. 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Arthur Szlam , Susan Hao , Paul Kishan Rubenstein , Metin Toksoz-Exley , Miranda Aperghis , Yin Zhong , Junwhan Ahn , Michael Isard , Olivier Lacombe , Florian Luisier , Chrysovalantis Anastasiou , Yogesh Kalley , Utsav Prabhu , Emma Dunleavy , Shaan Bijwadia , Justin Mao-Jones , Kelly Chen , Rama Pasumarthi , Emily Wood , Adil Dostmohamed , Nate Hurley , Jiri Simsa , Alicia Parrish , Mantas Pajarskas , Matt Harvey , Ondrej Skopek , Yony Kochinski , Javier Rey , Verena Rieser , Denny Zhou , Sun Jae Lee , Trilok Acharya , Guowang Li , Joe Jiang , Xiaofan Zhang , Bryant Gipson , Ethan Mahintorabi , Marco Gelmi , Nima Khajehnouri , Angel Yeh , Kayi Lee , Loic Matthey , Leslie Baker , Trang Pham , Han Fu , Alex Pak , Prakhar Gupta , Cristina Vasconcelos , Adam Sadovsky , Brian Walker , Sissie Hsiao , Patrik Zochbauer , Andreea Marzoca , Noam Velan , Junhao Zeng , Gilles Baechler , Danny Driess , Divya Jain , Yanping Huang , Lizzie Tao , John Maggs , Nir Levine , Jon Schneider , Erika Gemzer , Samuel Petit , Shan Han , Zach Fisher , Dustin Zelle , Courtney Biles , Eugene Ie , Asya Fadeeva , Casper Liu , Juliana Vicente Franco , Adrian Collister , Hao Zhang , Renshen Wang , Ruizhe Zhao , Leandro Kieliger , Kurt Shuster , Rui Zhu , Boqing Gong , Lawrence Chan , Ruoxi Sun , Sujoy Basu , Roland Zimmermann , Jamie Hayes , Abhishek Bapna , Jasper Snoek , Weel Yang , Puranjay Datta , Jad Al Abdallah , Kevin Kilgour , Lu Li , SQ Mah , Yennie Jun , Morgane Rivière , Abhijit Karmarkar , Tammo Spalink , Tao Huang , Lucas Gonzalez , Duc-Hieu Tran , Averi Nowak , John Palowitch , Martin Chadwick , Ellie Talius , Harsh Mehta , Thibault Sellam , Philipp Fränken , Massimo Nicosia , Kyle He , Aditya Kini , David Amos , Sugato Basu , Harrison Jobe , Eleni Shaw , Qiantong Xu , Colin Evans , Daisuke Ikeda , Chaochao Yan , Larry Jin , Lun Wang , Sachin Yadav , Ilia Labzovsky , Ramesh Sampath , Ada Ma , Candice Schumann , Aditya Siddhant , Rohin Shah , John Youssef , Rishabh Agarwal , Natalie Dabney , Alessio Tonioni , Moran Ambar , Jing Li , Isabelle Guyon , Benny Li , David Soergel , Boya Fang , Georgi Karadzhov , Cristian Udrescu , Trieu Trinh , Vikas Raunak , Seb Noury , Dee Guo , Sonal Gupta , Mara Finkelstein , Denis Petek , Lihao Liang , Greg Billock , Pei Sun , David Wood , Yiwen Song , Xiaobin Yu , Tatiana Matejovicova , Regev Cohen , Kalyan Andra , David D'Ambrosio , Zhiwei Deng , Vincent Nallatamby , Ebrahim Songhori , Rumen Dangovski , Andrew Lampinen , Pankil Botadra , Adam Hillier , Jiawei Cao , Nagabhushan Baddi , Adhi Kuncoro , Toshihiro Yoshino , Ankit Bhagatwala , Marcáurelio Ranzato , Rylan Schaeffer , Tianlin Liu , Shuai Ye , Obaid Sarvana , John Nham , Chenkai Kuang , Isabel Gao , Jinoo Baek , Shubham Mittal , Ayzaan Wahid , Anita Gergely , Bin Ni , Josh Feldman , Carrie Muir , Pascal Lamblin , Wolfgang Macherey , Ethan Dyer , Logan Kilpatrick , Víctor Campos , Mukul Bhutani , Stanislav Fort , Yanif Ahmad , Aliaksei Severyn , Kleopatra Chatziprimou , Oleksandr Ferludin , Mason Dimarco , Aditya Kusupati , Joe Heyward , Dan Bahir , Kevin Villela , Katie Millican , Dror Marcus , Sanaz Bahargam , Caglar Unlu , Nicholas Roth , Zichuan Wei , Siddharth Gopal , Deepanway Ghoshal , Edward Lee , Sharon Lin , Jennie Lees , Dayeong Lee , Anahita Hosseini , Connie Fan , Seth Neel , Marcus Wu , Yasemin Altun , Honglong Cai , Enrique Piqueras , Josh Woodward , Alessandro Bissacco , Salem Haykal , Mahyar Bordbar , Prasha Sundaram , Sarah Hodkinson , Daniel Toyama , George Polovets , Austin Myers , Anu Sinha , Tomer Levinboim , Kashyap Krishnakumar , Rachita Chhaparia , Tatiana Sholokhova , Nitesh Bharadwaj Gundavarapu , Ganesh Jawahar , Haroon Qureshi , Jieru Hu , Nikola Momchev , Matthew Rahtz , Renjie Wu , Aishwarya P S , Kedar Dhamdhere , Meiqi Guo , Umang Gupta , Ali Eslami , Mariano Schain , Michiel Blokzijl , David Welling , Dave Orr , Levent Bolelli , Nicolas Perez-Nieves , Mikhail Sirotenko , Aman Prasad , Arjun Kar , Borja De Balle Pigem , Tayfun Terzi , Gellért Weisz , Dipankar Ghosh , Aditi Mavalankar , Dhruv Madeka , Kaspar Daugaard , Hartwig Adam , Viraj Shah , Dana Berman , Maggie Tran , Steven Baker , Ewa Andrejczuk , Grishma Chole , Ganna Raboshchuk , Mahdi Mirzazadeh , Thais Kagohara , Shimu Wu , Christian Schallhart , Bernett Orlando , Chen Wang , Alban Rrustemi , Hao Xiong , Hao Liu , Arpi Vezer , Nolan Ramsden , Shuo-yiin Chang , Sidharth Mudgal , Yan Li , Nino Vieillard , Yedid Hoshen , Farooq Ahmad , Ambrose Slone , Amy Hua , Natan Potikha , Mirko Rossini , Jon Stritar , Sushant Prakash , Zifeng Wang , Xuanyi Dong , Alireza Nazari , Efrat Nehoran , Kaan Tekelioglu , Yinxiao Li , Kartikeya Badola , Tom Funkhouser , Yuanzhen Li , Varun Yerram , Ramya Ganeshan , Daniel Formoso , Karol Langner , Tian Shi , Huijian Li , Yumeya Yamamori , Amayika Panda , Alaa Saade , Angelo Scorza Scarpati , Chris Breaux , CJ Carey , Zongwei Zhou , Cho-Jui Hsieh , Sophie Bridgers , Alena Butryna , Nishesh Gupta , Vaibhav Tulsyan , Sanghyun Woo , Evgenii Eltyshev , Will Grathwohl , Chanel Parks , Seth Benjamin , Rina Panigrahy , Shenil Dodhia , Daniel De Freitas , Chris Sauer , Will Song , Ferran Alet , Jackson Tolins , Cosmin Paduraru , Xingyi Zhou , Brian Albert , Zizhao Zhang , Lei Shu , Mudit Bansal , Sarah Nguyen , Amir Globerson , Owen Xiao , James Manyika , Tom Hennigan , Rong Rong , Josip Matak , Anton Bakalov , Ankur Sharma , Danila Sinopalnikov , Andrew Pierson , Stephen Roller , Geoff Brown , Mingcen Gao , Toshiyuki Fukuzawa , Amin Ghafouri , Kenny Vassigh , Iain Barr , Zhicheng Wang , Anna Korsun , Rajesh Jayaram , Lijie Ren , Tim Zaman , Samira Khan , Yana Lunts , Dan Deutsch , Dave Uthus , Nitzan Katz , Masha Samsikova , Amr Khalifa , Nikhil Sethi , Jiao Sun , Luming Tang , Uri Alon , Xianghong Luo , Dian Yu , Abhishek Nayyar , Bryce Petrini , Will Truong , Vincent Hellendoorn , Nikolai Chinaev , Chris Alberti , Wei Wang , Jingcao Hu , Vahab Mirrokni , Ananth Balashankar , Avia Aharon , Aahil Mehta , Ahmet Iscen , Joseph Kready , Lucas Manning , Anhad Mohananey , Yuankai Chen , Anshuman Tripathi , Allen Wu , Igor Petrovski , Dawsen Hwang , Martin Baeuml , Shreyas Chandrakaladharan , Yuan Liu , Rey Coaguila , Maxwell Chen , Sally Ma , Pouya Tafti , Susheel Tatineni , Terry Spitz , Jiayu Ye , Paul Vicol , Mihaela Rosca , Adrià Puigdomènech , Zohar Yahav , Sanjay Ghemawat , Hanzhao Lin , Phoebe Kirk , Zaid Nabulsi , Sergey Brin , Bernd Bohnet , Ken Caluwaerts , Aditya Srikanth Veerubhotla , Dan Zheng , Zihang Dai , Petre Petrov , Yichong Xu , Ramin Mehran , Zhuo Xu , Luisa Zintgraf , Jiho Choi , Spurthi Amba Hombaiah , Romal Thoppilan , Sashank Reddi , Lukasz Lew , Li Li , Kellie Webster , KP Sawhney , Lampros Lamprou , Siamak Shakeri , Mayank Lunayach , Jianmin Chen , Sumit Bagri , Alex Salcianu , Ying Chen , Yani Donchev , Charlotte Magister , Signe Nørly , Vitor Rodrigues , Tomas Izo , Hila Noga , Joe Zou , Thomas Köppe , Wenxuan Zhou , Kenton Lee , Xiangzhu Long , Danielle Eisenbud , Anthony Chen , Connor Schenck , Chi Ming To , Peilin Zhong , Emanuel Taropa , Minh Truong , Omer Levy , Danilo Martins , Zhiyuan Zhang , Christopher Semturs , Kelvin Zhang , Alex Yakubovich , Pol Moreno , Lara McConnaughey , Di Lu , Sam Redmond , Lotte Weerts , Yonatan Bitton , Tiziana Refice , Nicolas Lacasse , Arthur Conmy , Corentin Tallec , Julian Odell , Hannah Forbes-Pollard , Arkadiusz Socala , Jonathan Hoech , Pushmeet Kohli , Alanna Walton , Rui Wang , Mikita Sazanovich , Kexin Zhu , Andrei Kapishnikov , Rich Galt , Matthew Denton , Ben Murdoch , Caitlin Sikora , Kareem Mohamed , Wei Wei , Uri First , Tim McConnell , Luis C. Cobo , James Qin , Thi Avrahami , Daniel Balle , Yu Watanabe , Annie Louis , Adam Kraft , Setareh Ariafar , Yiming Gu , Eugénie Rives , Charles Yoon , Andrei Rusu , James Cobon-Kerr , Chris Hahn , Jiaming Luo , Yuvein , Zhu , Niharika Ahuja , Rodrigo Benenson , Raphaël Lopez Kaufman , Honglin Yu , Lloyd Hightower , Junlin Zhang , Darren Ni , Lisa Anne Hendricks , Gabby Wang , Gal Yona , Lalit Jain , Pablo Barrio , Surya Bhupatiraju , Siva Velusamy , Allan Dafoe , Sebastian Riedel , Tara Thomas , Zhe Yuan , Mathias Bellaiche , Sheena Panthaplackel , Klemen Kloboves , Sarthak Jauhari , Canfer Akbulut , Todor Davchev , Evgeny Gladchenko , David Madras , Aleksandr Chuklin , Tyrone Hill , Quan Yuan , Mukundan Madhavan , Luke Leonhard , Dylan Scandinaro , Qihang Chen , Ning Niu , Arthur Douillard , Bogdan Damoc , Yasumasa Onoe , Fabian Pedregosa , Fred Bertsch , Chas Leichner , Joseph Pagadora , Jonathan Malmaud , Sameera Ponda , Andy Twigg , Oleksii Duzhyi , Jingwei Shen , Miaosen Wang , Roopal Garg , Jing Chen , Utku Evci , Jonathan Lee , Leon Liu , Koji Kojima , Masa Yamaguchi , Arunkumar Rajendran , AJ Piergiovanni , Vinodh Kumar Rajendran , Marco Fornoni , Gabriel Ibagon , Harry Ragan , Sadh MNM Khan , John Blitzer , Andrew Bunner , Guan Sun , Takahiro Kosakai , Scott Lundberg , Ndidi Elue , Kelvin Guu , SK Park , Jane Park , Arunachalam Narayanaswamy , Chengda Wu , Jayaram Mudigonda , Trevor Cohn , Hairong Mu , Ravi Kumar , Laura Graesser , Yichi Zhang , Richard Killam , Vincent Zhuang , Mai Giménez , Wael Al Jishi , Ruy Ley-Wild , Alex Zhai , Kazuki Osawa , Diego Cedillo , Jialu Liu , Mayank Upadhyay , Marcin Sieniek , Roshan Sharma , Tom Paine , Anelia Angelova , Sravanti Addepalli , Carolina Parada , Kingshuk Majumder , Avery Lamp , Sanjiv Kumar , Xiang Deng , Artiom Myaskovsky , Tea Sabolić , Jeffrey Dudek , Sarah York , Félix de Chaumont Quitry , Jiazhong Nie , Dee Cattle , Alok Gunjan , Bilal Piot , Waleed Khawaja , Seojin Bang , Simon Wang , Siavash Khodadadeh , Raghavender R , Praynaa Rawlani , Richard Powell , Kevin Lee , Johannes Griesser , GS Oh , Cesar Magalhaes , Yujia Li , Simon Tokumine , Hadas Natalie Vogel , Dennis Hsu , Arturo BC , Disha Jindal , Matan Cohen , Zi Yang , Junwei Yuan , Dario de Cesare , Tony Bruguier , Jun Xu , Monica Roy , Alon Jacovi , Dan Belov , Rahul Arya , Phoenix Meadowlark , Shlomi Cohen-Ganor , Wenting Ye , Patrick Morris-Suzuki , Praseem Banzal , Gan Song , Pranavaraj Ponnuramu , Fred Zhang , George Scrivener , Salah Zaiem , Alif Raditya Rochman , Kehang Han , Badih Ghazi , Kate Lee , Shahar Drath , Daniel Suo , Antonious Girgis , Pradeep Shenoy , Duy Nguyen , Douglas Eck , Somit Gupta , Le Yan , Joao Carreira , Anmol Gulati , Ruoxin Sang , Daniil Mirylenka , Emma Cooney , Edward Chou , Mingyang Ling , Cindy Fan , Ben Coleman , Guilherme Tubone , Ravin Kumar , Jason Baldridge , Felix Hernandez-Campos , Angeliki Lazaridou , James Besley , Itay Yona , Neslihan Bulut , Quentin Wellens , AJ Pierigiovanni , Jasmine George , Richard Green , Pu Han , Connie Tao , Geoff Clark , Chong You , Abbas Abdolmaleki , Justin Fu , Tongzhou Chen , Ashwin Chaugule , Angad Chandorkar , Altaf Rahman , Will Thompson , Penporn Koanantakool , Mike Bernico , Jie Ren , Andrey Vlasov , Sergei Vassilvitskii , Maciej Kula , Yizhong Liang , Dahun Kim , Yangsibo Huang , Chengxi Ye , Dmitry Lepikhin , Wesley Helmholz
The Da Vinci Code, a game of logical deduction and imperfect information, presents unique challenges for artificial intelligence, demanding nuanced reasoning beyond simple pattern recognition. This paper investigates the efficacy of various…
Artificial Intelligence · Computer Science
2025-06-17
LeCheng Zhang , Yuanshi Wang , Haotian Shen , Xujie Wang
The latest AI language modules can produce original, high quality full short-form ($300$-word) Physics essays within seconds. These technologies such as ChatGPT and davinci-003 are freely available to anyone with an internet connection. In…
Physics Education · Physics
2023-04-19
Will Yeadon , Oto-Obong Inyang , Arin Mizouri , Alex Peach , Craig Testrow
Imitation learning is the process by which one agent tries to learn how to perform a certain task using information generated by another, often more-expert agent performing that same task. Conventionally, the imitator has access to both…
In the past year, custom and unreleased math reasoning models reached gold medal performance on the International Mathematical Olympiad (IMO). Similar performance was then reported using large-scale inference on publicly available models…
Machine Learning · Computer Science
2026-02-20
Xingyu Dang , Rohit Agarwal , Rodrigo Porto , Anirudh Goyal , Liam H Fowl , Sanjeev Arora
Advances in reinforcement learning (RL) often rely on massive compute resources and remain notoriously sample inefficient. In contrast, the human brain is able to efficiently learn effective control strategies using limited resources. This…
Machine Learning · Computer Science
2024-01-30
Burcu Küçükoğlu , Walraaf Borkent , Bodo Rueckauer , Nasir Ahmad , Umut Güçlü , Marcel van Gerven
Since its inception, artificial intelligence has relied upon a theoretical foundation centered around perfect rationality as the desired property of intelligent systems. We argue, as others have done, that this foundation is inadequate…
Games have a long history as benchmarks for progress in artificial intelligence. Approaches using search and learning produced strong performance across many perfect information games, and approaches using game-theoretic reasoning and…
Artificial Intelligence · Computer Science
2023-11-17
Martin Schmid , Matej Moravcik , Neil Burch , Rudolf Kadlec , Josh Davidson , Kevin Waugh , Nolan Bard , Finbarr Timbers , Marc Lanctot , G. Zacharias Holland , Elnaz Davoodi , Alden Christianson , Michael Bowling
Humans often acquire new skills through observation and imitation. For robotic agents, learning from the plethora of unlabeled video demonstration data available on the Internet necessitates imitating the expert without access to its…
Robotics · Computer Science
2024-02-08
Yuyang Liu , Weijun Dong , Yingdong Hu , Chuan Wen , Zhao-Heng Yin , Chongjie Zhang , Yang Gao
Large language models (LLMs) have recently achieved remarkable success in generating rigorous mathematical proofs, with "AI for Math" emerging as a vibrant field of research (Ju et al., 2026). While these models have mastered…
Artificial Intelligence · Computer Science
2026-03-10
Lve Meng , Weilong Zhao , Yanzhi Zhang , Haoxiang Guan , Jiyan He
The Elo rating system has been used world wide for individual sports and team sports, as exemplified by the European Go Federation (EGF), International Chess Federation (FIDE), International Federation of Association Football (FIFA), and…
LLM based agents are increasingly deployed in high stakes settings where they process external data sources such as emails, documents, and code repositories. This creates exposure to indirect prompt injection attacks, where adversarial…
Cryptography and Security · Computer Science
2026-03-18
Mateusz Dziemian , Maxwell Lin , Xiaohan Fu , Micha Nowak , Nick Winter , Eliot Jones , Andy Zou , Lama Ahmad , Kamalika Chaudhuri , Sahana Chennabasappa , Xander Davies , Lauren Deason , Benjamin L. Edelman , Tanner Emek , Ivan Evtimov , Jim Gust , Maia Hamin , Kat He , Klaudia Krawiecka , Riccardo Patana , Neil Perry , Troy Peterson , Xiangyu Qi , Javier Rando , Zifan Wang , Zihan Wang , Spencer Whitman , Eric Winsor , Arman Zharmagambetov , Matt Fredrikson , Zico Kolter