Daily Paper Cast

🤗 Upvotes: 107 | cs. LG, cs. AI, cs. CL Authors: Jiacheng Chen, Qianjia Cheng, Fangchen Yu, Haiyuan Wan, Yuchen Zhang, Shenghe Zheng, Junchi Yao, Qingyang Zhang, Haonan He, Yun Luo, Yufeng Zhao, Futing Wang, Li Sheng, Chengxing Xie, Yuxin Zuo, Yizhuo Li, Wenxauan Zeng, Yulun Wu, Rui Huang, Dongzhan Zhou, Kai Chen, Yu Qiao, Lei Bai, Yu Cheng, Ning Ding, Bowen Zhou, Peng Ye, Ganqu Cui Title: P1: Ma...

🤗 Upvotes: 104 | cs. CL Authors: MiroMind Team, Song Bai, Lidong Bing, Carson Chen, Guanzheng Chen, Yuntao Chen, Zhe Chen, Ziyi Chen, Jifeng Dai, Xuan Dong, Wenhan Dou, Yue Deng, Yunjie Fu, Junqi Ge, Chenxia Han, Tammy Huang, Zhenhang Huang, Jerry Jiao, Shilei Jiang, Tianyu Jiao, Xiaoqi Jian, Lei Lei, Ruilin Li, Ryan Luo, Tiantong Li, Xiang Lin, Ziyuan Liu, Zhiqi Li, Jie Ni, Qiang Ren, Pax Sun, S...

🤗 Upvotes: 75 | cs. CL Authors: Shalini Maiti, Amar Budhiraja, Bhavul Gauri, Gaurav Chaurasia, Anton Protopopov, Alexis Audran-Reiss, Michael Slater, Despoina Magka, Tatiana Shavrina, Roberta Raileanu, Yoram Bachrach Title: Souper-Model: How Simple Arithmetic Unlocks State-of-the-Art LLM Performance Arxiv: http://arxiv.org/abs/2511.13254v1 Abstract: Large Language Models (LLMs) have demonstrated...

🤗 Upvotes: 63 | cs. CV Authors: Chunshi Wang, Junliang Ye, Yunhan Yang, Yang Li, Zizhuo Lin, Jun Zhu, Zhuo Chen, Yawei Luo, Chunchao Guo Title: Part-X-MLLM: Part-aware 3D Multimodal Large Language Model Arxiv: http://arxiv.org/abs/2511.13647v1 Abstract: We introduce Part-X-MLLM, a native 3D multimodal large language model that unifies diverse 3D tasks by formulating them as programs in a structur...

🤗 Upvotes: 47 | cs. CV Authors: Ye Tian, Ling Yang, Jiongfan Yang, Anran Wang, Yu Tian, Jiani Zheng, Haochen Wang, Zhiyang Teng, Zhuochen Wang, Yinjie Wang, Yunhai Tong, Mengdi Wang, Xiangtai Li Title: MMaDA-Parallel: Multimodal Large Diffusion Language Models for Thinking-Aware Editing and Generation Arxiv: http://arxiv.org/abs/2511.09611v3 Abstract: While thinking-aware generation aims to impro...

🤗 Upvotes: 46 | cs. IR, cs. AI, cs. LG Authors: Duolin Sun, Meixiu Long, Dan Yang, Yihan Jiao, Zhehao Tan, Jie Feng, Junjie Wang, Yue Shen, Peng Wei, Jian Wang, Jinjie Gu Title: GroupRank: A Groupwise Reranking Paradigm Driven by Reinforcement Learning Arxiv: http://arxiv.org/abs/2511.11653v1 Abstract: Large Language Models have shown strong potential as rerankers to enhance the overall performan...

🤗 Upvotes: 40 | cs. CV Authors: Harold Haodong Chen, Disen Lan, Wen-Jie Shu, Qingyang Liu, Zihan Wang, Sirui Chen, Wenkai Cheng, Kanghao Chen, Hongfei Zhang, Zixin Zhang, Rongjin Guo, Yu Cheng, Ying-Cong Chen Title: TiViBench: Benchmarking Think-in-Video Reasoning for Video Generative Models Arxiv: http://arxiv.org/abs/2511.13704v1 Abstract: The rapid evolution of video generative models has shif...

🤗 Upvotes: 31 | cs. CV, cs. RO Authors: Ziang Cao, Fangzhou Hong, Zhaoxi Chen, Liang Pan, Ziwei Liu Title: PhysX-Anything: Simulation-Ready Physical 3D Assets from Single Image Arxiv: http://arxiv.org/abs/2511.13648v1 Abstract: 3D modeling is shifting from static visual representations toward physical, articulated assets that can be directly used in simulation and interaction. However, most exist...

🤗 Upvotes: 30 | cs. AI Authors: Jingxuan Wei, Caijun Jia, Xi Bai, Xinglong Xu, Siyuan Li, Linzhuang Sun, Bihui Yu, Conghui He, Lijun Wu, Cheng Tan Title: GGBench: A Geometric Generative Reasoning Benchmark for Unified Multimodal Models Arxiv: http://arxiv.org/abs/2511.11134v1 Abstract: The advent of Unified Multimodal Models (UMMs) signals a paradigm shift in artificial intelligence, moving from...

🤗 Upvotes: 64 | cs. CL Authors: Jing Xiong, Liyang Fan, Hui Shen, Zunhai Su, Min Yang, Lingpeng Kong, Ngai Wong Title: DoPE: Denoising Rotary Position Embedding Arxiv: http://arxiv.org/abs/2511.09146v1 Abstract: Rotary Position Embedding (RoPE) in Transformer models has inherent limits that weaken length extrapolation. We reinterpret the attention map with positional encoding as a noisy feature m...

🤗 Upvotes: 41 | cs. CV Authors: Wei Chow, Jiachun Pan, Yongyuan Liang, Mingze Zhou, Xue Song, Liyu Jia, Saining Zhang, Siliang Tang, Juncheng Li, Fengda Zhang, Weijia Wu, Hanwang Zhang, Tat-Seng Chua Title: WEAVE: Unleashing and Benchmarking the In-context Interleaved Comprehension and Generation Arxiv: http://arxiv.org/abs/2511.11434v1 Abstract: Recent advances in unified multimodal models (UMMs...

🤗 Upvotes: 28 | cs. CV Authors: Zhen Yang, Wenyi Hong, Mingde Xu, Xinyue Fan, Weihan Wang, Jiele Cheng, Xiaotao Gu, Jie Tang Title: UI2Code^N: A Visual Language Model for Test-Time Scalable Interactive UI-to-Code Generation Arxiv: http://arxiv.org/abs/2511.08195v2 Abstract: User interface (UI) programming is a core yet highly complex part of modern software development. Recent advances in visual...

🤗 Upvotes: 24 | cs. AI, cs. CE, cs. LG Authors: Yuqi Yin, Yibo Fu, Siyuan Wang, Peng Sun, Hongyu Wang, Xiaohui Wang, Lei Zheng, Zhiyong Li, Zhirong Liu, Jianji Wang, Zhaoxi Sun Title: AIonopedia: an LLM agent orchestrating multimodal learning for ionic liquid discovery Arxiv: http://arxiv.org/abs/2511.11257v1 Abstract: The discovery of novel Ionic Liquids (ILs) is hindered by critical challenges...

🤗 Upvotes: 23 | cs. CV, cs. AI Authors: Dor Shmilovich, Tony Wu, Aviad Dahan, Yuval Domb Title: LiteAttention: A Temporal Sparse Attention for Diffusion Transformers Arxiv: http://arxiv.org/abs/2511.11062v1 Abstract: Diffusion Transformers, particularly for video generation, achieve remarkable quality but suffer from quadratic attention complexity, leading to prohibitive latency. Existing acceler...

🤗 Upvotes: 23 | cs. LG, cs. AI Authors: Seed, Baisheng Li, Banggu Wu, Bole Ma, Bowen Xiao, Chaoyi Zhang, Cheng Li, Chengyi Wang, Chenyin Xu, Chi Zhang, Chong Hu, Daoguang Zan, Defa Zhu, Dongyu Xu, Du Li, Faming Wu, Fan Xia, Ge Zhang, Guang Shi, Haobin Chen, Hongyu Zhu, Hongzhi Huang, Huan Zhou, Huanzhang Dou, Jianhui Duan, Jianqiao Lu, Jianyu Jiang, Jiayi Xu, Jiecao Chen, Jin Chen, Jin Ma, Jing S...

🤗 Upvotes: 55 | cs. CV Authors: Aleksandr Razin, Danil Kazantsev, Ilya Makarov Title: One Small Step in Latent, One Giant Leap for Pixels: Fast Latent Upscale Adapter for Your Diffusion Models Arxiv: http://arxiv.org/abs/2511.10629v1 Abstract: Diffusion models struggle to scale beyond their training resolutions, as direct high-resolution sampling is slow and costly, while post-hoc image super-res...

🤗 Upvotes: 32 | cs. CV, cs. AI, cs. CL, cs. LG Authors: PAN Team, Jiannan Xiang, Yi Gu, Zihan Liu, Zeyu Feng, Qiyue Gao, Yiyan Hu, Benhao Huang, Guangyi Liu, Yichi Yang, Kun Zhou, Davit Abrahamyan, Arif Ahmad, Ganesh Bannur, Junrong Chen, Kimi Chen, Mingkai Deng, Ruobing Han, Xinqi Huang, Haoqiang Kang, Zheqi Li, Enze Ma, Hector Ren, Yashowardhan Shinde, Rohan Shingre, Ramsundar Tanikella, Kaimin...

🤗 Upvotes: 26 | cs. CV Authors: Zhengyang Liang, Daoan Zhang, Huichi Zhou, Rui Huang, Bobo Li, Yuechen Zhang, Shengqiong Wu, Xiaohan Wang, Jiebo Luo, Lizi Liao, Hao Fei Title: UniVA: Universal Video Agent towards Open-Source Next-Generation Video Generalist Arxiv: http://arxiv.org/abs/2511.08521v1 Abstract: While specialized AI models excel at isolated video tasks like generation or understanding...

🤗 Upvotes: 34 | cs. CL, cs. AI Authors: Zihao Yi, Qingxuan Jiang, Ruotian Ma, Xingyu Chen, Qu Yang, Mengru Wang, Fanghua Ye, Ying Shen, Zhaopeng Tu, Xiaolong Li, Linus Title: Too Good to be Bad: On the Failure of LLMs to Role-Play Villains Arxiv: http://arxiv.org/abs/2511.04962v1 Abstract: Large Language Models (LLMs) are increasingly tasked with creative generation, including the simulation of f...

🤗 Upvotes: 31 | cs. CV, cs. AI Authors: Jack Hong, Chenxiao Zhao, ChengLin Zhu, Weiheng Lu, Guohai Xu, Xing Yu Title: DeepEyesV2: Toward Agentic Multimodal Model Arxiv: http://arxiv.org/abs/2511.05271v1 Abstract: Agentic multimodal models should not only comprehend text and images, but also actively invoke external tools, such as code execution environments and web search, and integrate these ope...

🤗 Upvotes: 30 | cs. CV Authors: Rui Yang, Ziyu Zhu, Yanwei Li, Jingjia Huang, Shen Yan, Siyuan Zhou, Zhe Liu, Xiangtai Li, Shuangye Li, Wenqian Wang, Yi Lin, Hengshuang Zhao Title: Visual Spatial Tuning Arxiv: http://arxiv.org/abs/2511.05491v1 Abstract: Capturing spatial relationships from visual inputs is a cornerstone of human-like general intelligence. Several previous studies have tried to en...

🤗 Upvotes: 26 | cs. AI, cs. CL Authors: Yu Feng, Nathaniel Weir, Kaj Bostrom, Sam Bayless, Darion Cassel, Sapana Chaudhary, Benjamin Kiesl-Reiter, Huzefa Rangwala Title: VeriCoT: Neuro-symbolic Chain-of-Thought Validation via Logical Consistency Checks Arxiv: http://arxiv.org/abs/2511.04662v1 Abstract: LLMs can perform multi-step reasoning through Chain-of-Thought (CoT), but they cannot reliably...

🤗 Upvotes: 127 | cs. CV, cs. CL Authors: Jingqi Tong, Yurong Mou, Hangcheng Li, Mingzhe Li, Yongzhuo Yang, Ming Zhang, Qiguang Chen, Tianyi Liang, Xiaomeng Hu, Yining Zheng, Xinchi Chen, Jun Zhao, Xuanjing Huang, Xipeng Qiu Title: Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm Arxiv: http://arxiv.org/abs/2511.04570v1 Abstract: "Thinking with Text" and "Thinking...

🤗 Upvotes: 66 | cs. CV Authors: Runqi Qiao, Qiuna Tan, Minghan Yang, Guanting Dong, Peiqing Yang, Shiqiang Lang, Enhui Wan, Xiaowan Wang, Yida Xu, Lan Yang, Chong Sun, Chen Li, Honggang Zhang Title: V-Thinker: Interactive Thinking with Images Arxiv: http://arxiv.org/abs/2511.04460v1 Abstract: Empowering Large Multimodal Models (LMMs) to deeply integrate image interaction with long-horizon reasoni...

🤗 Upvotes: 51 | cs. AI Authors: Zhaorun Chen, Zhuokai Zhao, Kai Zhang, Bo Liu, Qi Qi, Yifan Wu, Tarun Kalluri, Sara Cao, Yuanhao Xiong, Haibo Tong, Huaxiu Yao, Hengduo Li, Jiacheng Zhu, Xian Li, Dawn Song, Bo Li, Jason Weston, Dat Huynh Title: Scaling Agent Learning via Experience Synthesis Arxiv: http://arxiv.org/abs/2511.03773v1 Abstract: While reinforcement learning (RL) can empower large lang...