Daily Paper Cast

🤗 Upvotes: 31 | cs. CV Authors: Siyuan Huang, Xiaoye Qu, Yafu Li, Yun Luo, Zefeng He, Daizong Liu, Yu Cheng Title: Spotlight on Token Perception for Multimodal Reinforcement Learning Arxiv: http://arxiv.org/abs/2510.09285v1 Abstract: While Reinforcement Learning with Verifiable Rewards (RLVR) has advanced the reasoning capabilities of Large Vision-Language Models (LVLMs), most existing methods in...

🤗 Upvotes: 31 | cs. LG, cs. AI, cs. CL Authors: Jinghao Zhang, Naishan Zheng, Ruilin Li, Dongzhou Cheng, Zheming Liang, Feng Zhao, Jiaqi Wang Title: RLFR: Extending Reinforcement Learning for LLMs with Flow Environment Arxiv: http://arxiv.org/abs/2510.10201v1 Abstract: Reinforcement Learning with Verifiable Rewards (RLVR) has recently emerged as a promising framework for improving reasoning abili...

🤗 Upvotes: 26 | cs. CV Authors: Haoran Feng, Dizhe Zhang, Xiangtai Li, Bo Du, Lu Qi Title: DiT360: High-Fidelity Panoramic Image Generation via Hybrid Training Arxiv: http://arxiv.org/abs/2510.11712v1 Abstract: In this work, we propose DiT360, a DiT-based framework that performs hybrid training on perspective and panoramic data for panoramic image generation. For the issues of maintaining geometr...

🤗 Upvotes: 26 | cs. CV Authors: Xinlong Chen, Yue Ding, Weihong Lin, Jingyun Hua, Linli Yao, Yang Shi, Bozhou Li, Yuanxing Zhang, Qiang Liu, Pengfei Wan, Liang Wang, Tieniu Tan Title: AVoCaDO: An Audiovisual Video Captioner Driven by Temporal Orchestration Arxiv: http://arxiv.org/abs/2510.10395v1 Abstract: Audiovisual video captioning aims to generate semantically rich descriptions with temporal...

🤗 Upvotes: 25 | cs. CV Authors: Haomin Wang, Jinhui Yin, Qi Wei, Wenguang Zeng, Lixin Gu, Shenglong Ye, Zhangwei Gao, Yaohui Wang, Yanting Zhang, Yuanqi Li, Yanwen Guo, Wenhai Wang, Kai Chen, Yu Qiao, Hongjie Zhang Title: InternSVG: Towards Unified SVG Tasks with Multimodal Large Language Models Arxiv: http://arxiv.org/abs/2510.11341v1 Abstract: General SVG modeling remains challenging due to fra...

🤗 Upvotes: 25 | cs. CL, cs. AI Authors: Tao Yu, Zhengbo Zhang, Zhiheng Lyu, Junhao Gong, Hongzhu Yi, Xinming Wang, Yuxuan Zhou, Jiabing Yang, Ping Nie, Yan Huang, Wenhu Chen Title: BrowserAgent: Building Web Agents with Human-Inspired Web Browsing Actions Arxiv: http://arxiv.org/abs/2510.10666v2 Abstract: Efficiently solving real-world problems with LLMs increasingly hinges on their ability to in...

🤗 Upvotes: 104 | cs. AI, cs. CV, cs. RO Authors: Suwhan Choi, Jaeyoon Jung, Haebin Seong, Minchan Kim, Minyeong Kim, Yongjun Cho, Yoonshik Kim, Yubeen Park, Youngjae Yu, Yunsung Lee Title: D2E: Scaling Vision-Action Pretraining on Desktop Data for Transfer to Embodied AI Arxiv: http://arxiv.org/abs/2510.05684v1 Abstract: Large language models leverage internet-scale text data, yet embodied AI rem...

🤗 Upvotes: 86 | cs. CV Authors: Kang Liao, Size Wu, Zhonghua Wu, Linyi Jin, Chao Wang, Yikai Wang, Fei Wang, Wei Li, Chen Change Loy Title: Thinking with Camera: A Unified Multimodal Model for Camera-Centric Understanding and Generation Arxiv: http://arxiv.org/abs/2510.08673v1 Abstract: Camera-centric understanding and generation are two cornerstones of spatial intelligence, yet they are typicall...

🤗 Upvotes: 38 | cs. CV Authors: Hyunmin Cho, Donghoon Ahn, Susung Hong, Jee Eun Kim, Seungryong Kim, Kyong Hwan Jin Title: TAG:Tangential Amplifying Guidance for Hallucination-Resistant Diffusion Sampling Arxiv: http://arxiv.org/abs/2510.04533v1 Abstract: Recent diffusion models achieve the state-of-the-art performance in image generation, but often suffer from semantic inconsistencies or halluci...

🤗 Upvotes: 38 | cs. CL Authors: Qiguang Chen, Zheng Yan, Mingda Yang, Libo Qin, Yixin Yuan, Hanjing Li, Jinhao Liu, Yiyan Ji, Dengyun Peng, Jiannan Guan, Mengkang Hu, Yantao Du, Wanxiang Che Title: AutoPR: Let's Automate Your Academic Promotion! Arxiv: http://arxiv.org/abs/2510.09558v1 Abstract: As the volume of peer-reviewed research surges, scholars increasingly rely on social platforms for dis...

🤗 Upvotes: 37 | cs. LG, cs. AI, cs. CL Authors: Yumin Choi, Dongki Kim, Jinheon Baek, Sung Ju Hwang Title: Multimodal Prompt Optimization: Why Not Leverage Multiple Modalities for MLLMs Arxiv: http://arxiv.org/abs/2510.09201v1 Abstract: Large Language Models (LLMs) have shown remarkable success, and their multimodal expansions (MLLMs) further unlock capabilities spanning images, videos, and other...

🤗 Upvotes: 30 | cs. CV, cs. RO Authors: Yu Qi, Haibo Zhao, Ziyu Guo, Siyuan Ma, Ziyan Chen, Yaokun Han, Renrui Zhang, Zitiantao Lin, Shiji Xin, Yijian Huang, Kai Cheng, Peiheng Wang, Jiazheng Liu, Jiayi Zhang, Yizhe Zhu, Wenqing Wang, Yiran Qin, Xupeng Zhu, Haojie Huang, Lawson L. S. Wong Title: BEAR: Benchmarking and Enhancing Multimodal Language Models for Atomic Embodied Capabilities Arxiv: ht...

🤗 Upvotes: 26 | cs. CV, cs. AI, cs. CL Authors: Ruyi Xu, Guangxuan Xiao, Yukang Chen, Liuning He, Kelly Peng, Yao Lu, Song Han Title: StreamingVLM: Real-Time Understanding for Infinite Video Streams Arxiv: http://arxiv.org/abs/2510.09608v1 Abstract: Vision-language models (VLMs) could power real-time assistants and autonomous agents, but they face a critical challenge: understanding near-infinite...

🤗 Upvotes: 22 | cs. CL, cs. AI Authors: Zhepeng Cen, Haolin Chen, Shiyu Wang, Zuxin Liu, Zhiwei Liu, Ding Zhao, Silvio Savarese, Caiming Xiong, Huan Wang, Weiran Yao Title: Webscale-RL: Automated Data Pipeline for Scaling RL Data to Pretraining Levels Arxiv: http://arxiv.org/abs/2510.06499v1 Abstract: Large Language Models (LLMs) have achieved remarkable success through imitation learning on vast...

🤗 Upvotes: 22 | cs. SE, cs. AI, cs. CL Authors: Terry Yue Zhuo, Xiaolong Jin, Hange Liu, Juyong Jiang, Tianyang Liu, Chen Gong, Bhupesh Bishnoi, Vaisakhi Mishra, Marek Suppa, Noah Ziems, Saiteja Utpala, Ming Xu, Guangyu Song, Kaixin Li, Yuhan Cao, Bo Liu, Zheng Liu, Sabina Abdurakhmanova, Wenhao Yu, Mengzhao Jia, Jihan Yao, Kenneth Hamilton, Kumar Shridhar, Minh Chien Vu, Dingmin Wang, Jiawei Liu...

🤗 Upvotes: 22 | cs. AI, cs. CL Authors: Yi Lu, Jianing Wang, Linsen Guo, Wei He, Hongyin Tang, Tao Gui, Xuanjing Huang, Xuezhi Cao, Wei Wang, Xunliang Cai Title: R-Horizon: How Far Can Your Large Reasoning Model Really Go in Breadth and Depth? Arxiv: http://arxiv.org/abs/2510.08189v1 Abstract: Recent trends in test-time scaling for reasoning models (e.g., OpenAI o1, DeepSeek-R1) have led to remar...

🤗 Upvotes: 124 | cs. AI, cs. CL, cs. IR, cs. LG Authors: Kai Zhang, Xiangchao Chen, Bo Liu, Tianci Xue, Zeyi Liao, Zhihan Liu, Xiyao Wang, Yuting Ning, Zhaorun Chen, Xiaohan Fu, Jian Xie, Yuxuan Sun, Boyu Gou, Qi Qi, Zihang Meng, Jianwei Yang, Ning Zhang, Xian Li, Ashish Shah, Dat Huynh, Hengduo Li, Zi Yang, Sara Cao, Lawrence Jang, Shuyan Zhou, Jiacheng Zhu, Huan Sun, Jason Weston, Yu Su, Yifan...

🤗 Upvotes: 92 | cs. CV Authors: Xiangyu Zhao, Junming Lin, Tianhao Liang, Yifan Zhou, Wenhao Chai, Yuzhe Gu, Weiyun Wang, Kai Chen, Gen Luo, Wenwei Zhang, Junchi Yan, Hua Yang, Haodong Duan, Xue Yang Title: MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with Holistic Platform and Adaptive Hybrid Policy Optimization Arxiv: http://arxiv.org/abs/2510.08540v1 Abstract: While current Mu...

🤗 Upvotes: 56 | cs. LG, cs. AI, cs. CL Authors: Youjin Wang, Yangjingyi Chen, Jiahao Yan, Jiaxuan Lu, Xiao Sun Title: MemMamba: Rethinking Memory Patterns in State Space Model Arxiv: http://arxiv.org/abs/2510.03279v1 Abstract: With the explosive growth of data, long-sequence modeling has become increasingly important in tasks such as natural language processing and bioinformatics. However, existi...

🤗 Upvotes: 47 | cs. CV Authors: Cong Wei, Quande Liu, Zixuan Ye, Qiulin Wang, Xintao Wang, Pengfei Wan, Kun Gai, Wenhu Chen Title: UniVideo: Unified Understanding, Generation, and Editing for Videos Arxiv: http://arxiv.org/abs/2510.08377v1 Abstract: Unified multimodal models have shown promising results in multimodal content generation and editing but remain largely limited to the image domain. I...

🤗 Upvotes: 42 | cs. AI, cs. CL Authors: Cheng Yang, Jiaxuan Lu, Haiyuan Wan, Junchi Yu, Feiwei Qin Title: From What to Why: A Multi-Agent System for Evidence-based Chemical Reaction Condition Reasoning Arxiv: http://arxiv.org/abs/2509.23768v1 Abstract: The chemical reaction recommendation is to select proper reaction condition parameters for chemical reactions, which is pivotal to accelerating ch...

🤗 Upvotes: 38 | cs. CL, cs. AI, cs. LG Authors: Soyeong Jeong, Taehee Jung, Sung Ju Hwang, Joo-Kyung Kim, Dongyeop Kang Title: When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs Arxiv: http://arxiv.org/abs/2510.07499v1 Abstract: Recent Long-Context Language Models (LCLMs) can process hundreds of thousands of tokens in a single prompt, enabling new opportunities for knowledge-intens...

🤗 Upvotes: 38 | cs. LG, cs. AI Authors: Yoonjeon Kim, Doohyuk Jang, Eunho Yang Title: Meta-Awareness Enhances Reasoning Models: Self-Alignment Reinforcement Learning Arxiv: http://arxiv.org/abs/2510.03259v1 Abstract: Recent studies on reasoning models explore the meta-awareness of language models, the ability to know how to think by itself. We argue that large reasoning models lack this meta-awar...

🤗 Upvotes: 36 | cs. CV Authors: Minghong Cai, Qiulin Wang, Zongli Ye, Wenze Liu, Quande Liu, Weicai Ye, Xintao Wang, Pengfei Wan, Kun Gai, Xiangyu Yue Title: VideoCanvas: Unified Video Completion from Arbitrary Spatiotemporal Patches via In-Context Conditioning Arxiv: http://arxiv.org/abs/2510.08555v1 Abstract: We introduce the task of arbitrary spatio-temporal video completion, where a video is...

🤗 Upvotes: 33 | cs. CL Authors: Jingyu Zhang, Haozhu Wang, Eric Michael Smith, Sid Wang, Amr Sharaf, Mahesh Pasupuleti, Benjamin Van Durme, Daniel Khashabi, Jason Weston, Hongyuan Zhan Title: The Alignment Waltz: Jointly Training Agents to Collaborate for Safety Arxiv: http://arxiv.org/abs/2510.08240v1 Abstract: Harnessing the power of LLMs requires a delicate dance between being helpful and harm...