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We propose Ming-Omni, a unified multimodal model capable of processing images, text, audio, and video, while demonstrating strong proficiency in both speech and image generation. Ming-Omni employs dedicated encoders to extract tokens from…
Artificial Intelligence · Computer Science
2025-06-12
Inclusion AI , Biao Gong , Cheng Zou , Chuanyang Zheng , Chunluan Zhou , Canxiang Yan , Chunxiang Jin , Chunjie Shen , Dandan Zheng , Fudong Wang , Furong Xu , GuangMing Yao , Jun Zhou , Jingdong Chen , Jianxin Sun , Jiajia Liu , Jianjiang Zhu , Jun Peng , Kaixiang Ji , Kaiyou Song , Kaimeng Ren , Libin Wang , Lixiang Ru , Lele Xie , Longhua Tan , Lyuxin Xue , Lan Wang , Mochen Bai , Ning Gao , Pei Chen , Qingpei Guo , Qinglong Zhang , Qiang Xu , Rui Liu , Ruijie Xiong , Sirui Gao , Tinghao Liu , Taisong Li , Weilong Chai , Xinyu Xiao , Xiaomei Wang , Xiaoxue Chen , Xiao Lu , Xiaoyu Li , Xingning Dong , Xuzheng Yu , Yi Yuan , Yuting Gao , Yunxiao Sun , Yipeng Chen , Yifei Wu , Yongjie Lyu , Ziping Ma , Zipeng Feng , Zhijiang Fang , Zhihao Qiu , Ziyuan Huang , Zhengyu He
We introduce Ming-Lite-Uni, an open-source multimodal framework featuring a newly designed unified visual generator and a native multimodal autoregressive model tailored for unifying vision and language. Specifically, this project provides…
Computer Vision and Pattern Recognition · Computer Science
2025-06-16
Inclusion AI , Biao Gong , Cheng Zou , Dandan Zheng , Hu Yu , Jingdong Chen , Jianxin Sun , Junbo Zhao , Jun Zhou , Kaixiang Ji , Lixiang Ru , Libin Wang , Qingpei Guo , Rui Liu , Weilong Chai , Xinyu Xiao , Ziyuan Huang
We introduce LongCat-Flash-Omni, a state-of-the-art open-source omni-modal model with 560 billion parameters, excelling at real-time audio-visual interaction. By adopting a curriculum-inspired progressive training strategy that transitions…
Multimedia · Computer Science
2025-12-01
Meituan LongCat Team , Bairui Wang , Bayan , Bin Xiao , Bo Zhang , Bolin Rong , Borun Chen , Chang Wan , Chao Zhang , Chen Huang , Chen Chen , Chen Chen , Chengxu Yang , Chengzuo Yang , Cong Han , Dandan Peng , Delian Ruan , Detai Xin , Disong Wang , Dongchao Yang , Fanfan Liu , Fengjiao Chen , Fengyu Yang , Gan Dong , Gang Huang , Gang Xu , Guanglu Wan , Guoqiang Tan , Guoqiao Yu , Haibo Qiu , Hao Lu , Hongbo Liu , Hongyu Xiang , Jiaheng Wu , Jian Yang , Jiaxing Liu , Jing Huang , Jingang Wang , Jinrui Ding , Juchao Jiang , Jun Kuang , Jun Wang , Junhui Mei , Ke Ding , Kefeng Zhang , Lei Chen , Liang Shi , Limeng Qiao , Liming Zheng , Lin Ma , Liuyang Guo , Liya Ma , Luying Sun , Man Gao , Mengshen Zhu , Miao Cao , Minliang Lin , Nuo Xu , Peng Shi , Qi Zhang , Qian Fang , Qian Wang , Qian Yang , Quanxiu Wang , Rongxiang Weng , Rongxin Guo , Ruoxuan Liang , Senbin Yang , Shanbo Xu , Shanglin Lei , Shengze Ye , Shimin Chen , Shuaiqi Chen , Shujie Hu , Shuo Li , Siqi Yang , Siyu Xu , Siyu Ren , Song Li , Songxiang Liu , Tianhao Bai , Tianye Dai , Wei Hong , Wei Wang , Weixiao Zhao , Wengang Cao , Wenlong Zhu , Wenlong He , Xi Su , Xi Nan , Xiaohan Zhao , Xiaohao Wang , Xiaoyu Zhao , Xiaoyu Wang , Xiaoyu Li , Xin Pan , Xin Chen , Xiusong Sun , Xu Xiang , Xudong Xing , Xuezhi Cao , Xunliang Cai , Yang Yang , Yanli Tan , Yao Yao , Yerui Sun , Yi Chen , Yifan Lu , Yin Gong , Yining Zhang , Yitian Chen , Yiyang Gan , Yuchen Tang , Yuchen Xie , Yueqian Wang , Yuewen Zheng , Yufei Zhang , Yufeng Zhong , Yulei Qian , Yuqi Peng , Yuqian Li , Yuwei Jiang , Zeyang Hu , Zheng Zhang , Zhengkun Tian , Zhiqing Hong , Zhixiong Zeng , Zhuqi Mi , Ziran Li , Ziwen Wang , Ziyi Zhao , Ziyuan Zhuang , Zizhe Zhao
We present MGM-Omni, a unified Omni LLM for omni-modal understanding and expressive, long-horizon speech generation. Unlike cascaded pipelines that isolate speech synthesis, MGM-Omni adopts a "brain-mouth" design with a dual-track,…
Sound · Computer Science
2025-09-30
Chengyao Wang , Zhisheng Zhong , Bohao Peng , Senqiao Yang , Yuqi Liu , Haokun Gui , Bin Xia , Jingyao Li , Bei Yu , Jiaya Jia
Real-world perception and interaction are inherently multimodal, encompassing not only language but also vision and speech, which motivates the development of "Omni" MLLMs that support both multimodal inputs and multimodal outputs. While a…
Machine Learning · Computer Science
2026-01-27
Dongjie Cheng , Ruifeng Yuan , Yongqi Li , Runyang You , Wenjie Wang , Liqiang Nie , Lei Zhang , Wenjie Li
In this work, we present Qwen3.5-Omni, the latest advancement in the Qwen-Omni model family. Representing a significant evolution over its predecessor, Qwen3.5-Omni scales to hundreds of billions of parameters and supports a 256k context…
We present Uni-MoE 2.0 from the Lychee family. As a fully open-source omnimodal large model (OLM), it substantially advances Lychee's Uni-MoE series in language-centric multimodal understanding, reasoning, and generating. Based on the dense…
Computation and Language · Computer Science
2025-11-25
Yunxin Li , Xinyu Chen , Shenyuan Jiang , Haoyuan Shi , Zhenyu Liu , Xuanyu Zhang , Nanhao Deng , Zhenran Xu , Yicheng Ma , Meishan Zhang , Baotian Hu , Min Zhang
We introduce InteractiveOmni, a unified and open-source omni-modal large language model for audio-visual multi-turn interaction, ranging from 4B to 8B parameters, designed to lead the field of lightweight models by offering comprehensive…
Computer Vision and Pattern Recognition · Computer Science
2025-12-04
Wenwen Tong , Hewei Guo , Dongchuan Ran , Jiangnan Chen , Jiefan Lu , Kaibin Wang , Keqiang Li , Xiaoxu Zhu , Jiakui Li , Kehan Li , Xueheng Li , Lumin Li , Chenxu Guo , Jiasheng Zhou , Jiandong Chen , Xianye Wu , Jiahao Wang , Silei Wu , Lei Chen , Hanming Deng , Yuxuan Song , Dinghao Zhou , Guiping Zhong , Ken Zheng , Shiyin Kang , Lewei Lu
Recent progress in multimodal large language models (MLLMs) has brought AI capabilities from static offline data processing to real-time streaming interaction, yet they still remain far from human-level multimodal interaction. The key…
Computation and Language · Computer Science
2026-05-01
Junbo Cui , Bokai Xu , Chongyi Wang , Tianyu Yu , Weiyue Sun , Yingjing Xu , Tianran Wang , Zhihui He , Wenshuo Ma , Tianchi Cai , Jiancheng Gui , Luoyuan Zhang , Xian Sun , Fuwei Huang , Moye Chen , Zhuo Lin , Hanyu Liu , Qingxin Gui , Qingzhe Han , Yuyang Wen , Huiping Liu , Rongkang Wang , Yaqi Zhang , Hongliang Wei , Chi Chen , You Li , Kechen Fang , Jie Zhou , Yuxuan Li , Guoyang Zeng , Chaojun Xiao , Yankai Lin , Xu Han , Maosong Sun , Zhiyuan Liu , Yuan Yao
We introduce Ling 2.0, a series reasoning-oriented language foundation built upon the principle that every activation boosts reasoning capability. Designed to scale from tens of billions to one trillion parameters under a unified…
Computation and Language · Computer Science
2025-11-10
Ling Team , Ang Li , Ben Liu , Binbin Hu , Bing Li , Bingwei Zeng , Borui Ye , Caizhi Tang , Changxin Tian , Chao Huang , Chao Zhang , Chen Qian , Chenchen Ju , Chenchen Li , Chengfu Tang , Chilin Fu , Chunshao Ren , Chunwei Wu , Cong Zhang , Cunyin Peng , Dafeng Xu , Daixin Wang , Dalong Zhang , Dingnan Jin , Dingyuan Zhu , Dongke Hu , Fangzheng Zhao , Feifan Wu , Feng Zhu , Gangshan Wang , Haitao Zhang , Hailin Zhao , Hanxiao Zhang , Hanzi Wang , Hao Qian , Haoyi Yu , Heng Zhang , Hongliang Zhang , Hongzhi Luan , Huirong Dong , Huizhong Li , Jia Li , Jia Liu , Jialong Zhu , Jian Sha , Jianping Wei , Jiaolong Yang , Jieyue Ma , Jiewei Wu , Jinjing Huang , Jingyun Tian , Jingyuan Zhang , Jinquan Sun , Juanhui Tu , Jun Liu , Jun Xu , Jun Zhou , Junjie Ou , Junpeng Fang , Kaihong Zhang , Kaiqin Hu , Ke Shi , Kun Tang , Kunlong Chen , Lanyin Mei , Lei Liang , Lei Xu , Libo Zhang , Lin Ju , Lin Yuan , Ling Zhong , Lintao Ma , Lu Liu , Lu Yu , Lun Cai , Meiqi Zhu , Mengying Li , Min Chen , Minghao Xue , Minghong Cai , Mingming Yin , Peijie Jiang , Peilong Zhao , Pingping Liu , Qian Zhao , Qing Cui , Qingxiang Huang , Qingyuan Yang , Quankun Yu , Shaowei Wei , Shijie Lian , Shoujian Zheng , Shun Song , Shungen Zhang , Shuo Zhang , Siyuan Li , Song Liu , Ting Guo , Tong Zhao , Wanli Gu , Weichang Wu , Weiguang Han , Wenjing Fang , Wubin Wang , Xiang Shu , Xiao Shi , Xiaoshun Lan , Xiaolu Zhang , Xiaqing Sun , Xin Zhao , Xingyu Lu , Xiong Xu , Xudong Wang , Xudong Wang , Xuemin Yang , Yajie Yang , Yang Xiang , Yanzhe Li , Yi Zhang , Yilong Wang , Yingxue Li , Yongzhen Guo , Yuzhuo Fu , Yuanyuan Wang , Yue Yang , Yue Yu , Yufeng Deng , Yun Zhang , Yunfei Yu , Yuqi Zhang , Yuxiao He , Zengke Gui , Zhaoxin Huan , Zhaoyang Wang , Zhibo Zhu , Zhihao Wang , Zhiqiang Zhang , Zhoufei Wang , Zihang Zeng , Ziqi Liu , Zitao Xuan , Zuoli Tang
We present Dynin-Omni, the first masked-diffusion-based omnimodal foundation model that unifies text, image, and speech understanding and generation, together with video understanding, within a single architecture. Unlike autoregressive…
Computation and Language · Computer Science
2026-04-02
Jaeik Kim , Woojin Kim , Jihwan Hong , Yejoon Lee , Sieun Hyeon , Mintaek Lim , Yunseok Han , Dogeun Kim , Hoeun Lee , Hyunggeun Kim , Jaeyoung Do
Recent text-to-image systems face limitations in handling multimodal inputs and complex reasoning tasks. We introduce MindOmni, a unified multimodal large language model that addresses these challenges by incorporating reasoning generation…
Artificial Intelligence · Computer Science
2025-06-12
Yicheng Xiao , Lin Song , Yukang Chen , Yingmin Luo , Yuxin Chen , Yukang Gan , Wei Huang , Xiu Li , Xiaojuan Qi , Ying Shan
Multi-Modal Diffusion Transformers (DiTs) demonstrate exceptional capabilities in visual synthesis, yet their deployment remains constrained by substantial computational demands. To alleviate this bottleneck, many sparsity-based…
Machine Learning · Computer Science
2025-10-01
Liang Qiao , Yue Dai , Yeqi Huang , Hongyu Kan , Jun Shi , Hong An
We present Kling-Omni, a generalist generative framework designed to synthesize high-fidelity videos directly from multimodal visual language inputs. Adopting an end-to-end perspective, Kling-Omni bridges the functional separation among…
Computer Vision and Pattern Recognition · Computer Science
2025-12-19
Kling Team , Jialu Chen , Yuanzheng Ci , Xiangyu Du , Zipeng Feng , Kun Gai , Sainan Guo , Feng Han , Jingbin He , Kang He , Xiao Hu , Xiaohua Hu , Boyuan Jiang , Fangyuan Kong , Hang Li , Jie Li , Qingyu Li , Shen Li , Xiaohan Li , Yan Li , Jiajun Liang , Borui Liao , Yiqiao Liao , Weihong Lin , Quande Liu , Xiaokun Liu , Yilun Liu , Yuliang Liu , Shun Lu , Hangyu Mao , Yunyao Mao , Haodong Ouyang , Wenyu Qin , Wanqi Shi , Xiaoyu Shi , Lianghao Su , Haozhi Sun , Peiqin Sun , Pengfei Wan , Chao Wang , Chenyu Wang , Meng Wang , Qiulin Wang , Runqi Wang , Xintao Wang , Xuebo Wang , Zekun Wang , Min Wei , Tiancheng Wen , Guohao Wu , Xiaoshi Wu , Zhenhua Wu , Da Xie , Yingtong Xiong , Yulong Xu , Sile Yang , Zikang Yang , Weicai Ye , Ziyang Yuan , Shenglong Zhang , Shuaiyu Zhang , Yuanxing Zhang , Yufan Zhang , Wenzheng Zhao , Ruiliang Zhou , Yan Zhou , Guosheng Zhu , Yongjie Zhu
Next-generation multimodal foundation models capable of any-to-any cross-modal generation and multi-turn interaction will serve as core components of artificial general intelligence systems, playing a pivotal role in human-machine…
Computation and Language · Computer Science
2025-10-17
Run Luo , Xiaobo Xia , Lu Wang , Longze Chen , Renke Shan , Jing Luo , Min Yang , Tat-Seng Chua
Recent multimodal image generators such as GPT-4o, Gemini 2.0 Flash, and Gemini 2.5 Pro excel at following complex instructions, editing images and maintaining concept consistency. However, they are still evaluated by disjoint toolkits:…
Computer Vision and Pattern Recognition · Computer Science
2025-05-29
Hang Hua , Ziyun Zeng , Yizhi Song , Yunlong Tang , Liu He , Daniel Aliaga , Wei Xiong , Jiebo Luo
Multimodal large language models (MLLMs) have shown strong capabilities but remain limited to fixed modality pairs and require costly fine-tuning with large aligned datasets. Building fully omni-capable models that can integrate text,…
Artificial Intelligence · Computer Science
2025-11-06
Huawei Lin , Yunzhi Shi , Tong Geng , Weijie Zhao , Wei Wang , Ravender Pal Singh
We present M2-omni, a cutting-edge, open-source omni-MLLM that achieves competitive performance to GPT-4o. M2-omni employs a unified multimodal sequence modeling framework, which empowers Large Language Models(LLMs) to acquire comprehensive…
Machine Learning · Computer Science
2025-04-08
Qingpei Guo , Kaiyou Song , Zipeng Feng , Ziping Ma , Qinglong Zhang , Sirui Gao , Xuzheng Yu , Yunxiao Sun , Tai-Wei Chang , Jingdong Chen , Ming Yang , Jun Zhou
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. 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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. 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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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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
Modeling the interplay between external stimuli and internal neural representations is a pivotal research area for Brain-Computer Interfaces (BCIs). A major limitation of prior work is the prevailing paradigm of specialized, single-task…
Artificial Intelligence · Computer Science
2026-05-29
Yizhuo Lu , Changde Du , Qingyu Shi , Hang Chen , Jie Peng , Liuyun Jiang , Shuangchen Zhao , Huiguang He