arXivDaily arXiv每日学术速递 周一至周五更新

AI 大模型

多模态大模型

跨文本、图像、视频、音频等模态的大模型与学习方法。

2025-12-22 至 2025-12-22 共收录 36 信号源:cs.CV, cs.CL, cs.AI, cs.MM, eess.AS

1. 图文多模态 3 篇

2512.17178 2025-12-22 cs.CV cs.IR 83%

ABE-CLIP: Training-Free Attribute Binding Enhancement for Compositional Image-Text Matching

ABE-CLIP: 无训练属性绑定增强用于组合图像-文本匹配

Qi Zhang, Yuxu Chen, Lei Deng, Lili Shen

机构 * School of Mathematics, Sichuan University(四川大学数学学院)

专题命中 图文多模态 :image-text(title,abstract);multimodal(abstract);分类 cs.CV

AI总结 ABE-CLIP通过语义细化和局部对齐策略提升CLIP模型的属性-物体绑定性能,无需额外训练。

Comments 10 pages, 8 figures

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2508.09814 2025-12-22 cs.CV 57%

On the dynamic evolution of CLIP texture-shape bias and its relationship to human alignment and model robustness

CLIP纹理-形状偏倚的动态演变及其与人类对齐和模型鲁棒性的关系

Pablo Hernández-Cámara, Jose Manuel Jaén-Lorites, Alexandra Gómez-Villa, Jorge Vila-Tomás, Valero Laparra, Jesus Malo

机构 * Image Processing Lab, Universitat de Valencia, Spain(瓦伦西亚大学图像处理实验室) Centro de Biomateriales e Ingenieria Tisular, Universitat Politecnica de Valencia, Spain(瓦伦西亚理工大学生物材料与组织工程中心) Computer Vision Center, Spain(西班牙计算机视觉中心) Universitat Autònoma de Barcelona, Spain(巴塞罗那自治大学)

专题命中 图文多模态 :multimodal(abstract);分类 cs.CV

AI总结 本文研究CLIP模型在训练过程中纹理-形状偏倚的演变,揭示其与人类感知对齐及模型鲁棒性的关系。

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2505.20680 2025-12-22 cs.CV 57%

Continual Learning on CLIP via Incremental Prompt Tuning with Intrinsic Textual Anchors

通过内在文本锚点进行增量提示调优实现CLIP的持续学习

Haodong Lu, Xinyu Zhang, Kristen Moore, Jason Xue, Lina Yao, Anton van den Hengel, Dong Gong

机构 * School of Computer Science and Engineering, University of New South Wales(新南威尔士大学计算机科学与工程学院) Data61, CSIRO(CSIRO数据61研究中心) School of Computer Science, University of Auckland(奥克兰大学计算机科学学院) Australian Institute for Machine Learning (AIML), The University of Adelaide(阿德莱德大学澳大利亚机器学习研究所)

专题命中 图文多模态 :multi-modal(abstract);分类 cs.CV

AI总结 本文提出基于增量提示调优的CLIP持续学习方法,通过引入文本原型作为稳定锚点,提升多模态嵌入空间稳定性,并联合优化视觉和文本提示以减少遗忘。

Comments Accepted at TMLR. Code is available at https://github.com/jeff024/tppt

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2. 音频语音多模态 2 篇

2512.17241 2025-12-22 cs.RO cs.HC 50%

A Service Robot's Guide to Interacting with Busy Customers

服务机器人与忙碌顾客互动指南

Suraj Nukala, Meera Sushma, Leimin Tian, Akansel Cosgun, Dana Kulic

机构 * Faculty of Engineering, Monash University(蒙纳什大学工程学院) CSIRO Robotics(CSIRO机器人研究中心) School of Information Technology, Deakin University(德金大学信息技术学院)

专题命中 音频语音多模态 :multimodal(abstract)

AI总结 本研究探讨了服务机器人在模拟餐厅场景中通过不同沟通方式与忙碌顾客互动的效果,发现视觉显示在传达意图上效果最佳,而语音在捕捉注意力方面表现突出。

Comments Presented at ACRA 2025. 10 pages, 4 figures. Includes a user study (N=24) using the Temi robot evaluating speech, visual, and micromotion modalities

Journal ref Proceedings of the 2025 Australasian Conference on Robotics and Automation (ACRA 2025)

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2512.17228 2025-12-22 cs.HC 50%

LUMIA: A Handheld Vision-to-Music System for Real-Time, Embodied Composition

LUMIA: 一种用于实时具身创作的手持视觉到音乐系统

Chung-Ta Huang, Connie Cheng, Vealy Lai

专题命中 音频语音多模态 :multimodal(abstract)

AI总结 LUMIA通过视觉到音乐的实时具身创作系统,将环境互动与生成式AI结合,实现基于感知的即兴音乐创作。

Comments 6 pages, 15 pages with appendix, NeurIPS 2025 Creative AI track

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3. 视频多模态 4 篇

2510.16442 2025-12-22 cs.CV cs.AI 84%

EDVD-LLaMA: Explainable Deepfake Video Detection via Multimodal Large Language Model Reasoning

EDVD-LLaMA: 通过多模态大语言模型推理进行可解释的深度伪造视频检测

Haoran Sun, Chen Cai, Huiping Zhuang, Kong Aik Lee, Lap-Pui Chau, Yi Wang

机构 * Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University(电子与电气工程系,香港理工大学) School of Electrical and Electronic Engineering, Nanyang Technological University(电子与电气工程学院,南洋理工大学) Shien-Ming Wu School of Intelligent Engineering, South China University of Technology(智能工程学院,华南理工大学)

专题命中 视频多模态 :multimodal(title,abstract);MLLM(abstract);分类 cs.CV、cs.AI

AI总结 EDVD-LLaMA通过多模态大语言模型推理实现深度伪造视频检测的可解释性,结合时空特征提取和细粒度推理机制,提升检测准确性与解释可靠性。

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2512.17574 2025-12-22 cs.DC cs.LG 82%

Enabling Disaggregated Multi-Stage MLLM Inference via GPU-Internal Scheduling and Resource Sharing

通过GPU内部调度和资源共享实现解耦的多阶段MLLM推理

Lingxiao Zhao, Haoran Zhou, Yuezhi Che, Dazhao Cheng

机构 * Wuhan University(武汉大学)

专题命中 视频多模态 :MLLM(title,abstract);multimodal(abstract)

AI总结 通过GPU内部调度和资源共享实现解耦的多阶段MLLM推理,提升吞吐量和延迟性能

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2512.17154 2025-12-22 cs.SD 50%

InstructDubber: Instruction-based Alignment for Zero-shot Movie Dubbing

InstructDubber:基于指令的零样本电影配音对齐

Zhedong Zhang, Liang Li, Gaoxiang Cong, Chunshan Liu, Yuhan Gao, Xiaowan Wang, Tao Gu, Yuankai Qi

机构 * VIPL group, ICT, CAS(中国科学院信息科技研究所VIPL小组)

专题命中 视频多模态 :multimodal(abstract)

AI总结 InstructDubber通过指令生成和持续时间蒸馏模块,实现鲁棒的领域内和零样本电影配音对齐。

Comments Accepted by AAAI2026

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2512.08107 2025-12-22 cs.CR cs.HC 50%

Detecting Ambiguity Aversion in Cyberattack Behavior to Inform Cognitive Defense Strategies

检测网络攻击行为中的模糊厌恶以指导认知防御策略

Stephan Carney, Soham Hans, Sofia Hirschmann, Stacey Marsella, Yvonne Fonken, Peggy Wu, Nikolos Gurney

专题命中 视频多模态 :multi-modal(abstract)

AI总结 本研究通过分析网络攻击行为中的模糊厌恶,提出了一种基于多模态数据和大语言模型的框架,用于实时推断攻击者倾向,以指导认知防御策略的开发。

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4. 跨模态检索 2 篇

2512.17194 2025-12-22 cs.AI 79%

MMRAG-RFT: Two-stage Reinforcement Fine-tuning for Explainable Multi-modal Retrieval-augmented Generation

MMRAG-RFT: 两阶段强化微调用于可解释的多模态检索增强生成

Shengwei Zhao, Jingwen Yao, Sitong Wei, Linhai Xu, Yuying Liu, Dong Zhang, Zhiqiang Tian, Shaoyi Du

专题命中 跨模态检索 :multi-modal(title,abstract);分类 cs.AI

AI总结 MMRAG-RFT通过两阶段强化微调提升多模态检索增强生成的可解释性,实现更清晰的推理逻辑和更优的生成效果。

Comments This paper was accepted to AAAI2026

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2512.17667 2025-12-22 cs.CR cs.AI cs.NI 57%

STAR: Semantic-Traffic Alignment and Retrieval for Zero-Shot HTTPS Website Fingerprinting

STAR:语义-交通对齐与检索用于零样本HTTPS网站指纹识别

Yifei Cheng, Yujia Zhu, Baiyang Li, Xinhao Deng, Yitong Cai, Yaochen Ren, Qingyun Liu

机构 * Institute of Information Engineering, Chinese Academy of Sciences(中国科学院信息工程研究所) School of Cyber Security, University of Chinese Academy of Sciences(中国科学院大学网络与信息安全学院) Institute for Network Sciences and Cyberspace, Tsinghua University(清华大学网络科学与空间研究院)

专题命中 跨模态检索 :cross-modal(abstract);分类 cs.AI

AI总结 STAR通过零样本跨模态检索方法,实现对未见过网站的高准确率指纹识别,提升HTTPS加密流量的隐私保护能力。

Comments Accepted by IEEE INFOCOM 2026. Camera-ready version

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5. 多模态生成 6 篇

2512.17640 2025-12-22 cs.CV 83%

Generative Human-Object Interaction Detection via Differentiable Cognitive Steering of Multi-modal LLMs

通过可微认知引导的多模态大语言模型进行生成式人类-物体交互检测

Zhaolin Cai, Huiyu Duan, Zitong Xu, Fan Li, Zhi Liu, Jing Liu, Wei Shen, Xiongkuo Min, Guangtao Zhai

机构 * Institute of Image Communication and Network Engineering, Shanghai Jiao Tong University(上海交通大学图像通信与网络工程研究所) Xi’an Jiao Tong University(西安交通大学) Shandong University(山东大学) Tianjin University(天津大学)

专题命中 多模态生成 :multi-modal(title,abstract);MLLM(abstract);分类 cs.CV

AI总结 本文提出GRASP-HO框架,通过可微认知引导的多模态大语言模型实现生成式人类-物体交互检测,解决封闭集分类与开放词汇生成之间的监督不匹配问题,实现判别感知与生成推理的统一。

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2406.14862 2025-12-22 cs.LG cs.CL cs.CV 81%

LatentExplainer: Explaining Latent Representations in Deep Generative Models with Multimodal Large Language Models

LatentExplainer: 通过多模态大语言模型解释深度生成模型中的潜在表示

Mengdan Zhu, Raasikh Kanjiani, Jiahui Lu, Andrew Choi, Qirui Ye, Liang Zhao

机构 * Emory University(埃默里大学) University College London(伦敦大学学院)

专题命中 多模态生成 :multimodal(title,abstract);分类 cs.CV、cs.CL

AI总结 LatentExplainer通过多模态大语言模型为深度生成模型的潜在变量生成语义解释,提升模型可解释性。

Comments Accepted to CIKM 2025 Full Research Track

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2507.06261 2025-12-22 cs.CL cs.AI 62%

Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Gemini 2.5:通过先进推理、多模态、长上下文和下一代智能体能力推动前沿

Gheorghe Comanici, Eric Bieber, Mike Schaekermann, Ice Pasupat, Noveen Sachdeva, Inderjit Dhillon, Marcel Blistein, Ori Ram, Dan Zhang, Evan Rosen, Luke Marris, Sam Petulla, Colin Gaffney, Asaf Aharoni, Nathan Lintz, Tiago Cardal Pais, Henrik Jacobsson, Idan Szpektor, Nan-Jiang Jiang, Krishna Haridasan, Ahmed Omran, Nikunj Saunshi, Dara Bahri, Gaurav Mishra, Eric Chu, Toby Boyd, Brad Hekman, Aaron Parisi, Chaoyi Zhang, Kornraphop Kawintiranon, Tania Bedrax-Weiss, Oliver Wang, Ya Xu, Ollie Purkiss, Uri Mendlovic, Ilaï Deutel, Nam Nguyen, Adam Langley, Flip Korn, Lucia Rossazza, Alexandre Ramé, Sagar Waghmare, Helen Miller, Nathan Byrd, Ashrith Sheshan, Raia Hadsell, Sangnie Bhardwaj, Pawel Janus, Tero Rissa, Dan Horgan, Alvin Abdagic, Lior Belenki, James Allingham, Anima Singh, Theo Guidroz, Srivatsan Srinivasan, Herman Schmit, Kristen Chiafullo, Andre Elisseeff, Nilpa Jha, Prateek Kolhar, Leonard Berrada, Frank Ding, Xiance Si, Shrestha Basu Mallick, Franz Och, Sofia Erell, Eric Ni, Tejasi Latkar, Sherry Yang, Petar Sirkovic, Ziqiang Feng, Robert Leland, Rachel Hornung, Gang Wu, Charles Blundell, Hamidreza Alvari, Po-Sen Huang, Cathy Yip, Sanja Deur, Li Liu, Gabriela Surita, Pablo Duque, Dima Damen, Johnson Jia, Arthur Guez, Markus Mircea, Animesh Sinha, Alberto Magni, Paweł Stradomski, Tal Marian, Vlado Galić, Wenhu Chen, Hisham Husain, Achintya Singhal, Dominik Grewe, François-Xavier Aubet, Shuang Song, Lorenzo Blanco, Leland Rechis, Lewis Ho, Rich Munoz, Kelvin Zheng, Jessica Hamrick, Kevin Mather, Hagai Taitelbaum, Eliza Rutherford, Yun Lei, Kuangyuan Chen, Anand Shukla, Erica Moreira, Eric Doi, Berivan Isik, Nir Shabat, Dominika Rogozińska, Kashyap Kolipaka, Jason Chang, Eugen Vušak, Srinivasan Venkatachary, Shadi Noghabi, Tarun Bharti, Younghoon Jun, Aleksandr Zaks, Simon Green, Jeshwanth Challagundla, William Wong, Muqthar Mohammad, Dean Hirsch, Yong Cheng, Iftekhar Naim, Lev Proleev, Damien Vincent, Aayush Singh, Maxim Krikun, Dilip Krishnan, Zoubin Ghahramani, Aviel Atias, Rajeev Aggarwal, Christo Kirov, Dimitrios Vytiniotis, Christy Koh, Alexandra Chronopoulou, Pawan Dogra, Vlad-Doru Ion, Gladys Tyen, Jason Lee, Felix Weissenberger, Trevor Strohman, Ashwin Balakrishna, Jack Rae, Marko Velic, Raoul de Liedekerke, Oded Elyada, Wentao Yuan, Canoee Liu, Lior Shani, Sergey Kishchenko, Bea Alessio, Yandong Li, Richard Song, Sam Kwei, Orion Jankowski, Aneesh Pappu, Youhei Namiki, Yenai Ma, Nilesh Tripuraneni, Colin Cherry, Marissa Ikonomidis, Yu-Cheng Ling, Colin Ji, Beka Westberg, Auriel Wright, Da Yu, David Parkinson, Swaroop Ramaswamy, Jerome Connor, Soheil Hassas Yeganeh, Snchit Grover, George Kenwright, Lubo Litchev, Chris Apps, Alex Tomala, Felix Halim, Alex Castro-Ros, Zefei Li, Anudhyan Boral, Pauline Sho, Michal Yarom, Eric Malmi, David Klinghoffer, Rebecca Lin, Alan Ansell, Pradeep Kumar S, Shubin Zhao, Siqi Zuo, Adam Santoro, Heng-Tze Cheng, Solomon Demmessie, Yuchi Liu, Nicole Brichtova, Allie Culp, Nathaniel Braun, Dan Graur, Will Ng, Nikhil Mehta, Aaron Phillips, Patrik Sundberg, Varun Godbole, Fangyu Liu, Yash Katariya, David Rim, Mojtaba Seyedhosseini, Sean Ammirati, Jonas Valfridsson, Mahan Malihi, Timothy Knight, Andeep Toor, Thomas Lampe, Abe Ittycheriah, Lewis Chiang, Chak Yeung, Alexandre Fréchette, Jinmeng Rao, Huisheng Wang, Himanshu Srivastava, Richard Zhang, Rocky Rhodes, Ariel Brand, Dean Weesner, Ilya Figotin, Felix Gimeno, Rachana Fellinger, Pierre Marcenac, José Leal, Eyal Marcus, Victor Cotruta, Rodrigo Cabrera, Sheryl Luo, Dan Garrette, Vera Axelrod, Sorin Baltateanu, David Barker, Dongkai Chen, Horia Toma, Ben Ingram, Jason Riesa, Chinmay Kulkarni, Yujing Zhang, Hongbin Liu, Chao Wang, Martin Polacek, Will Wu, Kai Hui, Adrian N Reyes, Yi Su, Megan Barnes, Ishaan Malhi, Anfal Siddiqui, Qixuan Feng, Mihai Damaschin, Daniele Pighin, Andreas Steiner, Samuel Yang, Ramya Sree Boppana, Simeon Ivanov, Arun Kandoor, Aditya Shah, Asier Mujika, Da Huang, Christopher A. Choquette-Choo, Mohak Patel, Tianhe Yu, Toni Creswell, Jerry, Liu, Catarina Barros, Yasaman Razeghi, Aurko Roy, Phil Culliton, Binbin Xiong, Jiaqi Pan, Thomas Strohmann, Tolly Powell, Babi Seal, Doug DeCarlo, Pranav Shyam, Kaan Katircioglu, Xuezhi Wang, Cassidy Hardin, Immanuel Odisho, Josef Broder, Oscar Chang, Arun Nair, Artem Shtefan, Maura O'Brien, Manu Agarwal, Sahitya Potluri, Siddharth Goyal, Amit Jhindal, Saksham Thakur, Yury Stuken, James Lyon, Kristina Toutanova, Fangxiaoyu Feng, Austin Wu, Ben Horn, Alek Wang, Alex Cullum, Gabe Taubman, Disha Shrivastava, Chongyang Shi, Hamish Tomlinson, Roma Patel, Tao Tu, Ada Maksutaj Oflazer, Francesco Pongetti, Mingyao Yang, Adrien Ali Taïga, Vincent Perot, Nuo Wang Pierse, Feng Han, Yoel Drori, Iñaki Iturrate, Ayan Chakrabarti, Legg Yeung, Dave Dopson, Yi-ting Chen, Apoorv Kulshreshtha, Tongfei Guo, Philip Pham, Tal Schuster, Junquan Chen, Alex Polozov, Jinwei Xing, Huanjie Zhou, Praneeth Kacham, Doron Kukliansky, Antoine Miech, Sergey Yaroshenko, Ed Chi, Sholto Douglas, Hongliang Fei, Mathieu Blondel, Preethi Myla, Lior Madmoni, Xing Wu, Daniel Keysers, Kristian Kjems, Isabela Albuquerque, Lijun Yu, Joel D'sa, Michelle Plantan, Vlad Ionescu, Jaume Sanchez Elias, Abhirut Gupta, Manish Reddy Vuyyuru, Fred Alcober, Tong Zhou, Kaiyang Ji, Florian Hartmann, Subha Puttagunta, Hugo Song, Ehsan Amid, Anca Stefanoiu, Andrew Lee, Paul Pucciarelli, Emma Wang, Amit Raul, Slav Petrov, Isaac Tian, Valentin Anklin, Nana Nti, Victor Gomes, Max Schumacher, Grace Vesom, Alex Panagopoulos, Konstantinos Bousmalis, Daniel Andor, Josh Jacob, Yuan Zhang, Bill Rosgen, Matija Kecman, Matthew Tung, Alexandra Belias, Noah Goodman, Paul Covington, Brian Wieder, Nikita Saxena, Elnaz Davoodi, Muhuan Huang, Sharath Maddineni, Vincent Roulet, Folawiyo Campbell-Ajala, Pier Giuseppe Sessa, Xintian, Wu, Guangda Lai, Paul Collins, Alex Haig, Vytenis Sakenas, Xiaowei Xu, Marissa Giustina, Laurent El Shafey, Pichi Charoenpanit, Shefali Garg, Joshua Ainslie, Boone Severson, Montse Gonzalez Arenas, Shreya Pathak, Sujee Rajayogam, Jie Feng, Michiel Bakker, Sheng Li, Nevan Wichers, Jamie Rogers, Xinyang Geng, Yeqing Li, Rolf Jagerman, Chao Jia, Nadav Olmert, David Sharon, Matthew Mauger, Sandeep Mariserla, Hongxu Ma, Megha Mohabey, Kyuyeun Kim, Alek Andreev, Scott Pollom, Juliette Love, Vihan Jain, Priyanka Agrawal, Yannick Schroecker, Alisa Fortin, Manfred Warmuth, Ji Liu, Andrew Leach, Irina Blok, Ganesh Poomal Girirajan, Roee Aharoni, Benigno Uria, Andrei Sozanschi, Dan Goldberg, Lucian Ionita, Marco Tulio Ribeiro, Martin Zlocha, Vighnesh Birodkar, Sami Lachgar, Liangzhe Yuan, Himadri Choudhury, Matt Ginsberg, Fei Zheng, Gregory Dibb, Emily Graves, Swachhand Lokhande, Gabriel Rasskin, George-Cristian Muraru, Corbin Quick, Sandeep Tata, Pierre Sermanet, Aditya Chawla, Itay Karo, Yan Wang, Susan Zhang, Orgad Keller, Anca Dragan, Guolong Su, Ian Chou, Xi Liu, Yiqing Tao, Shruthi Prabhakara, Marc Wilson, Ruibo Liu, Shibo Wang, Georgie Evans, David Du, Alfonso Castaño, Gautam Prasad, Mona El Mahdy, Sebastian Gerlach, Machel Reid, Jarrod Kahn, Amir Zait, Thanumalayan Sankaranarayana Pillai, Thatcher Ulrich, Guanyu Wang, Jan Wassenberg, Efrat Farkash, Kiran Yalasangi, Congchao Wang, Maria Bauza, Simon Bucher, Ting Liu, Jun Yan, Gary Leung, Vikas Sindhwani, Parker Barnes, Avi Singh, Ivan Jurin, Jichuan Chang, Niket Kumar Bhumihar, Sivan Eiger, Gui Citovsky, Ben Withbroe, Zhang Li, Siyang Xue, Niccolò Dal Santo, Georgi Stoyanov, Yves Raimond, Steven Zheng, Yilin Gao, Vít Listík, Sławek Kwasiborski, Rachel Saputro, Adnan Ozturel, Ganesh Mallya, Kushal Majmundar, Ross West, Paul Caron, Jinliang Wei, Lluis Castrejon, Sharad Vikram, Deepak Ramachandran, Nikhil Dhawan, Jiho Park, Sara Smoot, George van den Driessche, Yochai Blau, Chase Malik, Wei Liang, Roy Hirsch, Cicero Nogueira dos Santos, Eugene Weinstein, Aäron van den Oord, Sid Lall, Nicholas FitzGerald, Zixuan Jiang, Xuan Yang, Dale Webster, Ali Elqursh, Aedan Pope, Georges Rotival, David Raposo, Wanzheng Zhu, Jeff Dean, Sami Alabed, Dustin Tran, Arushi Gupta, Zach Gleicher, Jessica Austin, Edouard Rosseel, Megh Umekar, Dipanjan Das, Yinghao Sun, Kai Chen, Karolis Misiunas, Xiang Zhou, Yixian Di, Alyssa Loo, Josh Newlan, Bo Li, Vinay Ramasesh, Ying Xu, Alex Chen, Sudeep Gandhe, Radu Soricut, Nikita Gupta, Shuguang Hu, Seliem El-Sayed, Xavier Garcia, Idan Brusilovsky, Pu-Chin Chen, Andrew Bolt, Lu Huang, Alex Gurney, Zhiying Zhang, Alexander Pritzel, Jarek Wilkiewicz, Bryan Seybold, Bhargav Kanagal Shamanna, Felix Fischer, Josef Dean, Karan Gill, Ross Mcilroy, Abhishek Bhowmick, Jeremy Selier, Antoine Yang, Derek Cheng, Vladimir Magay, Jie Tan, Dhriti Varma, Christian Walder, Tomas Kocisky, Ryo Nakashima, Paul Natsev, Mike Kwong, Ionel Gog, Chiyuan Zhang, Sander Dieleman, Thomas Jimma, Andrey Ryabtsev, Siddhartha Brahma, David Steiner, Dayou Du, Ante Žužul, Mislav Žanić, Mukund Raghavachari, Willi Gierke, Zeyu Zheng, Dessie Petrova, Yann Dauphin, Yuchuan Liu, Ido Kessler, Steven Hand, Chris Duvarney, Seokhwan Kim, Hyo Lee, Léonard Hussenot, Jeffrey Hui, Josh Smith, Deepali Jain, Jiawei Xia, Gaurav Singh Tomar, Keyvan Amiri, Du Phan, Fabian Fuchs, Tobias Weyand, Nenad Tomasev, Alexandra Cordell, Xin Liu, Jonathan Mallinson, Pankaj Joshi, Andy Crawford, Arun Suggala, Steve Chien, Nick Fernando, Mariella Sanchez-Vargas, Duncan Williams, Phil Crone, Xiyang Luo, Igor Karpov, Jyn Shan, Terry Thurk, Robin Strudel, Paul Voigtlaender, Piyush Patil, Tim Dozat, Ali Khodaei, Sahil Singla, Piotr Ambroszczyk, Qiyin Wu, Yifan Chang, Brian Roark, Chaitra Hegde, Tianli Ding, Angelos Filos, Zhongru Wu, André Susano Pinto, Shuang Liu, Saarthak Khanna, Aditya Pandey, Siobhan Mcloughlin, Qiujia Li, Sam Haves, Allan Zhou, Elena Buchatskaya, Isabel Leal, Peter de Boursac, Nami Akazawa, Nina Anderson, Terry Chen, Krishna Somandepalli, Chen Liang, Sheela Goenka, Stephanie Winkler, Alexander Grushetsky, Yifan Ding, Jamie Smith, Fan Ye, Jordi Pont-Tuset, 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机构 * Google(谷歌)

专题命中 多模态生成 :multimodal(abstract);分类 cs.CL、cs.AI

AI总结 Gemini 2.5系列通过先进推理、多模态处理和长上下文能力,实现了在复杂智能体问题解决中的高性能与低成本的平衡。

Comments 72 pages, 17 figures

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2512.17878 2025-12-22 cs.LG cs.AI stat.ML 57%

Weighted Stochastic Differential Equation to Implement Wasserstein-Fisher-Rao Gradient Flow

带权随机微分方程实现Wasserstein-Fisher-Rao梯度流

Herlock Rahimi

专题命中 多模态生成 :multimodal(abstract);分类 cs.AI

AI总结 本文提出通过带权随机微分方程实现Wasserstein-Fisher-Rao梯度流,以改进生成建模中的采样效率。

Comments 26 pages, 1 figure

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2512.16625 2025-12-22 cs.CV 57%

DeContext as Defense: Safe Image Editing in Diffusion Transformers

DeContext作为防御:扩散变换器中的安全图像编辑

Linghui Shen, Mingyue Cui, Xingyi Yang

机构 * The Hong Kong Polytechnic University(香港理工大学)

专题命中 多模态生成 :multimodal(abstract);分类 cs.CV

AI总结 DeContext通过扰动注意力层来防止图像编辑,有效保护输入图像免受未经授权的修改。

Comments 17 pages, 11 figures

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2512.17152 2025-12-22 cs.CV 57%

PhysFire-WM: A Physics-Informed World Model for Emulating Fire Spread Dynamics

PhysFire-WM: 一种融合物理信息的世界模型用于模拟火灾扩散动力学

Nan Zhou, Huandong Wang, Jiahao Li, Yang Li, Xiao-Ping Zhang, Yong Li, Xinlei Chen

机构 * Shenzhen International Graduate School, Tsinghua University(清华大学深圳国际研究生院) Department of Electronic Engineering, Tsinghua University(清华大学电子工程系)

专题命中 多模态生成 :multimodal(abstract);分类 cs.CV

AI总结 PhysFire-WM通过融合物理信息和跨任务协作训练策略,提升火灾扩散预测的物理真实性和几何准确性。

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6. 多模态评测 12 篇

2512.17450 2025-12-22 cs.CV cs.LG 79%

MULTIAQUA: A multimodal maritime dataset and robust training strategies for multimodal semantic segmentation

MULTIAQUA:一种多模态海洋数据集和多模态语义分割的鲁棒训练策略

Jon Muhovič, Janez Perš

专题命中 多模态评测 :multimodal(title,abstract);分类 cs.CV

AI总结 MULTIAQUA数据集和多模态语义分割的鲁棒训练策略,旨在通过多模态数据提升恶劣能见度下的场景解释质量。

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2512.15528 2025-12-22 cs.CV 70%

EmoCaliber: Advancing Reliable Visual Emotion Comprehension via Confidence Verbalization and Calibration

EmoCaliber: 通过置信度 verbalization 和校准推进可靠的视觉情绪理解

Daiqing Wu, Dongbao Yang, Can Ma, Yu Zhou

机构 * IIE, Chinese Academy of Sciences(中国科学院信息研究所) Nankai University(南开大学) University of Chinese Academy of Sciences(中国科学院大学)

专题命中 多模态评测 :multimodal(abstract);MLLM(abstract);分类 cs.CV

AI总结 EmoCaliber通过置信度 verbalization 和校准提升视觉情绪理解的可靠性。

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2508.07313 2025-12-22 cs.CV 70%

DocR1: Evidence Page-Guided GRPO for Multi-Page Document Understanding

DocR1: 证据页面引导的GRPO用于多页文档理解

Junyu Xiong, Yonghui Wang, Weichao Zhao, Chenyu Liu, Bing Yin, Wengang Zhou, Houqiang Li

专题命中 多模态评测 :multimodal(abstract);MLLM(abstract);分类 cs.CV

AI总结 DocR1通过证据页面引导的GRPO框架,提升多页文档理解能力,实现高质量模型训练与多任务性能突破。

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2512.17319 2025-12-22 cs.CV cs.AI cs.MM 67%

A Benchmark for Ultra-High-Resolution Remote Sensing MLLMs

超高分辨率遥感多模态大语言模型基准

Yunkai Dang, Meiyi Zhu, Donghao Wang, Yizhuo Zhang, Jiacheng Yang, Qi Fan, Yuekun Yang, Wenbin Li, Feng Miao, Yang Gao

机构 * School of Artificial Intelligence Science and Technology, Nanjing University(人工智能科学与技术学院,南京大学) School of Physics, Nanjing University(物理学院,南京大学)

专题命中 多模态评测 :multimodal(abstract);分类 cs.CV、cs.AI、cs.MM

AI总结 本文提出RSHR-Bench,一个超高分辨率遥感多模态大语言模型基准,通过高分辨率图像和多样化任务评估视觉理解与推理能力。

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2512.17532 2025-12-22 cs.CV cs.AI 62%

Robust-R1: Degradation-Aware Reasoning for Robust Visual Understanding

Robust-R1: 为鲁棒视觉理解的退化感知推理

Jiaqi Tang, Jianmin Chen, Wei Wei, Xiaogang Xu, Runtao Liu, Xiangyu Wu, Qipeng Xie, Jiafei Wu, Lei Zhang, Qifeng Chen

专题命中 多模态评测 :multimodal(abstract);分类 cs.CV、cs.AI

AI总结 Robust-R1通过结构化推理链显式建模视觉退化,提升多模态大语言模型在现实世界退化下的鲁棒性与抗干扰能力。

Comments Accepted by AAAI2026 Oral

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2512.16969 2025-12-22 cs.AI cs.CL cs.LG 62%

Probing Scientific General Intelligence of LLMs with Scientist-Aligned Workflows

通过科学家对齐的工作流探测大语言模型的科学通用智能

Wanghan Xu, Yuhao Zhou, Yifan Zhou, Qinglong Cao, Shuo Li, Jia Bu, Bo Liu, Yixin Chen, Xuming He, Xiangyu Zhao, Xiang Zhuang, Fengxiang Wang, Zhiwang Zhou, Qiantai Feng, Wenxuan Huang, Jiaqi Wei, Hao Wu, Yuejin Yang, Guangshuai Wang, Sheng Xu, Ziyan Huang, Xinyao Liu, Jiyao Liu, Cheng Tang, Wei Li, Ying Chen, Junzhi Ning, Pengfei Jiang, Chenglong Ma, Ye Du, Changkai Ji, Huihui Xu, Ming Hu, Jiangbin Zheng, Xin Chen, Yucheng Wu, Feifei Jiang, Xi Chen, Xiangru Tang, Yuchen Fu, Yingzhou Lu, Yuanyuan Zhang, Lihao Sun, Chengbo Li, Jinzhe Ma, Wanhao Liu, Yating Liu, Kuo-Cheng Wu, Shengdu Chai, Yizhou Wang, Ouwen Zhangjin, Chen Tang, Shufei Zhang, Wenbo Cao, Junjie Ren, Taoyong Cui, Zhouheng Yao, Juntao Deng, Yijie Sun, Feng Liu, Wangxu Wei, Jingyi Xu, Zhangrui Li, Junchao Gong, Zijie Guo, Zhiyu Yao, Zaoyu Chen, Tianhao Peng, Fangchen Yu, Bo Zhang, Dongzhan Zhou, Shixiang Tang, Jiaheng Liu, Fenghua Ling, Yan Lu, Yuchen Ren, Ben Fei, Zhen Zhao, Xinyu Gu, Rui Su, Xiao-Ming Wu, Weikang Si, Yang Liu, Hao Chen, Xiangchao Yan, Xue Yang, Junchi Yan, Jiamin Wu, Qihao Zheng, Chenhui Li, Zhiqiang Gao, Hao Kong, Junjun He, Mao Su, Tianfan Fu, Peng Ye, Chunfeng Song, Nanqing Dong, Yuqiang Li, Huazhu Fu, Siqi Sun, Lijing Cheng, Jintai Lin, Wanli Ouyang, Bowen Zhou, Wenlong Zhang, Lei Bai

机构 * Shanghai Artificial Intelligence Laboratory(上海人工智能实验室)

专题命中 多模态评测 :multimodal(abstract);分类 cs.CL、cs.AI

AI总结 本文提出基于实用探究模型的科学通用智能定义,通过四个科学家对齐任务构建SGI-Bench,揭示大语言模型在科学推理中的不足,并引入测试时强化学习提升创新性。

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2512.12218 2025-12-22 cs.CV cs.CL cs.LG 62%

Journey Before Destination: On the importance of Visual Faithfulness in Slow Thinking

目的地之前:视觉忠实性在慢思考中的重要性

Rheeya Uppaal, Phu Mon Htut, Min Bai, Nikolaos Pappas, Zheng Qi, Sandesh Swamy

机构 * University of Wisconsin-Madison(威斯康星大学麦迪逊分校) AWS AI Labs(AWS人工智能实验室)

专题命中 多模态评测 :multimodal(abstract);分类 cs.CV、cs.CL

AI总结 本文提出视觉忠实性评估方法,通过检测并修正不忠实的感知步骤提升多模态推理的可靠性。

Comments Preprint

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2508.16295 2025-12-22 cs.CV 57%

Edge-Native Digitization of Handwritten Marksheets: A Hybrid Heuristic-Deep Learning Framework

边缘端手写标记表的数字化:一种混合启发式-深度学习框架

Md. Irtiza Hossain, Junaid Ahmed Sifat, Abir Chowdhury

机构 * Department of Computer Science and Engineering, Brac University(计算机科学与工程系,布拉克大学)

专题命中 多模态评测 :multimodal(abstract);分类 cs.CV

AI总结 本文提出一种混合启发式与深度学习框架,用于高效处理手写标记表的数字化,通过轻量级YOLOv8模型实现高准确率与实时性能。

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2508.10501 2025-12-22 cs.AI cs.LG 57%

PASS: Probabilistic Agentic Supernet Sampling for Interpretable and Adaptive Chest X-Ray Reasoning

基于概率代理超网采样的可解释和自适应胸片推理系统

Yushi Feng, Junye Du, Yingying Hong, Qifan Wang, Lequan Yu

专题命中 多模态评测 :multimodal(abstract);分类 cs.AI

AI总结 PASS通过概率代理超网采样实现可解释、自适应和多模态的胸片推理,提升医疗AI的安全性和效率。

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2512.17259 2025-12-22 cs.MA cs.AI cs.LG 57%

Verifiability-First Agents: Provable Observability and Lightweight Audit Agents for Controlling Autonomous LLM Systems

可验证性优先代理:可证明的可观测性和轻量级审计代理用于控制自主大语言模型系统

Abhivansh Gupta

专题命中 多模态评测 :multi-modal(abstract);分类 cs.AI

AI总结 本文提出了一种以可验证性为核心的代理架构,通过加密和符号方法实现运行时认证,嵌入轻量级审计代理并采用挑战-响应协议,以提高自主大语言模型系统的可控性和可审计性。

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2512.17196 2025-12-22 cs.AI 57%

UmniBench: Unified Understand and Generation Model Oriented Omni-dimensional Benchmark

UmniBench: 通用理解与生成模型面向全维度的基准

Kai Liu, Leyang Chen, Wenbo Li, Zhikai Chen, Zhixin Wang, Renjing Pei, Linghe Kong, Yulun Zhang

机构 * Shanghai Jiao Tong University(上海交通大学) The Chinese University of Hong Kong(香港中文大学) Huawei Technologies Ltd(华为技术有限公司)

专题命中 多模态评测 :multimodal(abstract);分类 cs.AI

AI总结 UmniBench 是一个面向统一多模态模型的全维度评估基准,能够综合评估理解、生成和编辑能力,覆盖13个主要领域和200多个概念,用于全面评估和改进统一模型性能。

Comments Project Page: https://umnibench.github.io/

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2512.17389 2025-12-22 cs.IR 50%

The Mental World of Large Language Models in Recommendation: A Benchmark on Association, Personalization, and Knowledgeability

大语言模型在推荐系统中的心理世界:关联性、个性化与知识性基准测试

Guangneng Hu

专题命中 多模态评测 :multimodal(abstract)

AI总结 本文提出LRWorld基准,评估大语言模型在推荐系统中的关联性、个性化和知识性能力,发现其在浅层相似性任务上表现良好,但在深度个性化嵌入和多模态推理方面仍有不足。

Comments 21 pages, 13 figures, 27 tables, submission to KDD 2025

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7. 多模态Agent 3 篇

2512.17250 2025-12-22 cs.AI 74%

Accelerating Multi-modal LLM Gaming Performance via Input Prediction and Mishit Correction

通过输入预测和误位修正加速多模态大语言模型游戏性能

Ziyang Lin, Zixuan Sun, Sanhorn Chen, Xiaoyang Chen, Roy Zhao

专题命中 多模态Agent :multi-modal(title);分类 cs.AI

AI总结 通过输入预测和误位修正方法,显著降低多模态大语言模型游戏性能的推理延迟,提升整体控制效果。

Comments UIUC 25 Fall CS 498

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