Daily Paper Cast

🤗 Upvotes: 61 | cs. CV Authors: Karan Dalal, Daniel Koceja, Gashon Hussein, Jiarui Xu, Yue Zhao, Youjin Song, Shihao Han, Ka Chun Cheung, Jan Kautz, Carlos Guestrin, Tatsunori Hashimoto, Sanmi Koyejo, Yejin Choi, Yu Sun, Xiaolong Wang Title: One-Minute Video Generation with Test-Time Training Arxiv: http://arxiv.org/abs/2504.05298v1 Abstract: Transformers today still struggle to generate one-minu...

🤗 Upvotes: 52 | cs. CL, cs. AI Authors: Essential AI, :, Darsh J Shah, Peter Rushton, Somanshu Singla, Mohit Parmar, Kurt Smith, Yash Vanjani, Ashish Vaswani, Adarsh Chaluvaraju, Andrew Hojel, Andrew Ma, Anil Thomas, Anthony Polloreno, Ashish Tanwer, Burhan Drak Sibai, Divya S Mansingka, Divya Shivaprasad, Ishaan Shah, Karl Stratos, Khoi Nguyen, Michael Callahan, Michael Pust, Mrinal Iyer, Philip...

🤗 Upvotes: 31 | cs. CV, cs. AI Authors: Sangbeom Lim, Junwan Kim, Heeji Yoon, Jaewoo Jung, Seungryong Kim Title: URECA: Unique Region Caption Anything Arxiv: http://arxiv.org/abs/2504.05305v1 Abstract: Region-level captioning aims to generate natural language descriptions for specific image regions while highlighting their distinguishing features. However, existing methods struggle to produce uni...

🤗 Upvotes: 29 | cs. CL, cs. AI Authors: Minki Kang, Jongwon Jeong, Jaewoong Cho Title: T1: Tool-integrated Self-verification for Test-time Compute Scaling in Small Language Models Arxiv: http://arxiv.org/abs/2504.04718v1 Abstract: Recent studies have demonstrated that test-time compute scaling effectively improves the performance of small language models (sLMs). However, prior research has mainly...

🤗 Upvotes: 30 | cs. SE, cs. AI, cs. CL Authors: Daoguang Zan, Zhirong Huang, Wei Liu, Hanwu Chen, Linhao Zhang, Shulin Xin, Lu Chen, Qi Liu, Xiaojian Zhong, Aoyan Li, Siyao Liu, Yongsheng Xiao, Liangqiang Chen, Yuyu Zhang, Jing Su, Tianyu Liu, Rui Long, Kai Shen, Liang Xiang Title: Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving Arxiv: http://arxiv.org/abs/2504.02605v1 Abstract: The...

🤗 Upvotes: 98 | cs. AI Authors: Bang Liu, Xinfeng Li, Jiayi Zhang, Jinlin Wang, Tanjin He, Sirui Hong, Hongzhang Liu, Shaokun Zhang, Kaitao Song, Kunlun Zhu, Yuheng Cheng, Suyuchen Wang, Xiaoqiang Wang, Yuyu Luo, Haibo Jin, Peiyan Zhang, Ollie Liu, Jiaqi Chen, Huan Zhang, Zhaoyang Yu, Haochen Shi, Boyan Li, Dekun Wu, Fengwei Teng, Xiaojun Jia, Jiawei Xu, Jinyu Xiang, Yizhang Lin, Tianming Liu, To...

🤗 Upvotes: 55 | cs. CV Authors: Xiangyu Zhao, Peiyuan Zhang, Kexian Tang, Hao Li, Zicheng Zhang, Guangtao Zhai, Junchi Yan, Hua Yang, Xue Yang, Haodong Duan Title: Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing Arxiv: http://arxiv.org/abs/2504.02826v1 Abstract: Large Multi-modality Models (LMMs) have made significant progress in visual understanding and generation,...

🤗 Upvotes: 47 | cs. LG, cs. CL Authors: Abhay Kumar, Louis Owen, Nilabhra Roy Chowdhury, Fabian Güra Title: ZClip: Adaptive Spike Mitigation for LLM Pre-Training Arxiv: http://arxiv.org/abs/2504.02507v1 Abstract: Training large language models (LLMs) presents numerous challenges, including gradient instability and loss spikes. These phenomena can lead to catastrophic divergence, requiring costly...

🤗 Upvotes: 34 | cs. CV Authors: Zhiyuan Yan, Junyan Ye, Weijia Li, Zilong Huang, Shenghai Yuan, Xiangyang He, Kaiqing Lin, Jun He, Conghui He, Li Yuan Title: GPT-ImgEval: A Comprehensive Benchmark for Diagnosing GPT4o in Image Generation Arxiv: http://arxiv.org/abs/2504.02782v1 Abstract: The recent breakthroughs in OpenAI's GPT4o model have demonstrated surprisingly good capabilities in image gen...

🤗 Upvotes: 24 | cs. LG, cs. CL, cs. CV Authors: Yan Ma, Steffi Chern, Xuyang Shen, Yiran Zhong, Pengfei Liu Title: Rethinking RL Scaling for Vision Language Models: A Transparent, From-Scratch Framework and Comprehensive Evaluation Scheme Arxiv: http://arxiv.org/abs/2504.02587v1 Abstract: Reinforcement learning (RL) has recently shown strong potential in improving the reasoning capabilities of la...

🤗 Upvotes: 24 | cs. CV, cs. CL Authors: Alexander Martin, Reno Kriz, William Gantt Walden, Kate Sanders, Hannah Recknor, Eugene Yang, Francis Ferraro, Benjamin Van Durme Title: WikiVideo: Article Generation from Multiple Videos Arxiv: http://arxiv.org/abs/2504.00939v1 Abstract: We present the challenging task of automatically creating a high-level Wikipedia-style article that aggregates informati...

🤗 Upvotes: 57 | cs. CV, cs. AI Authors: Siyuan Li, Luyuan Zhang, Zedong Wang, Juanxi Tian, Cheng Tan, Zicheng Liu, Chang Yu, Qingsong Xie, Haonan Lu, Haoqian Wang, Zhen Lei Title: MergeVQ: A Unified Framework for Visual Generation and Representation with Disentangled Token Merging and Quantization Arxiv: http://arxiv.org/abs/2504.00999v1 Abstract: Masked Image Modeling (MIM) with Vector Quantizat...

🤗 Upvotes: 30 | cs. CV Authors: Junhao Cheng, Yuying Ge, Yixiao Ge, Jing Liao, Ying Shan Title: AnimeGamer: Infinite Anime Life Simulation with Next Game State Prediction Arxiv: http://arxiv.org/abs/2504.01014v1 Abstract: Recent advancements in image and video synthesis have opened up new promise in generative games. One particularly intriguing application is transforming characters from anime fi...

🤗 Upvotes: 25 | cs. LG, cs. AI, cs. CL Authors: Zichen Liu, Changyu Chen, Wenjun Li, Penghui Qi, Tianyu Pang, Chao Du, Wee Sun Lee, Min Lin Title: Understanding R1-Zero-Like Training: A Critical Perspective Arxiv: http://arxiv.org/abs/2503.20783v1 Abstract: DeepSeek-R1-Zero has shown that reinforcement learning (RL) at scale can directly enhance the reasoning capabilities of LLMs without supervis...

🤗 Upvotes: 25 | cs. CV, cs. AI Authors: Xindi Yang, Baolu Li, Yiming Zhang, Zhenfei Yin, Lei Bai, Liqian Ma, Zhiyong Wang, Jianfei Cai, Tien-Tsin Wong, Huchuan Lu, Xu Jia Title: Towards Physically Plausible Video Generation via VLM Planning Arxiv: http://arxiv.org/abs/2503.23368v2 Abstract: Video diffusion models (VDMs) have advanced significantly in recent years, enabling the generation of highl...

🤗 Upvotes: 24 | cs. CV, cs. AI Authors: Yuxuan Luo, Zhengkun Rong, Lizhen Wang, Longhao Zhang, Tianshu Hu, Yongming Zhu Title: DreamActor-M1: Holistic, Expressive and Robust Human Image Animation with Hybrid Guidance Arxiv: http://arxiv.org/abs/2504.01724v2 Abstract: While recent image-based human animation methods achieve realistic body and facial motion synthesis, critical gaps remain in fine-g...

🤗 Upvotes: 22 | cs. CV Authors: Hanyang Wang, Fangfu Liu, Jiawei Chi, Yueqi Duan Title: VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step Arxiv: http://arxiv.org/abs/2504.01956v2 Abstract: Recovering 3D scenes from sparse views is a challenging task due to its inherent ill-posed problem. Conventional methods have developed specialized solutions (e.g., geometry regular...

🤗 Upvotes: 49 | cs. CL Authors: Chengpeng Li, Mingfeng Xue, Zhenru Zhang, Jiaxi Yang, Beichen Zhang, Xiang Wang, Bowen Yu, Binyuan Hui, Junyang Lin, Dayiheng Liu Title: START: Self-taught Reasoner with Tools Arxiv: http://arxiv.org/abs/2503.04625v1 Abstract: Large reasoning models (LRMs) like OpenAI-o1 and DeepSeek-R1 have demonstrated remarkable capabilities in complex reasoning tasks through th...

🤗 Upvotes: 41 | cs. CV Authors: Jindong Jiang, Xiuyu Li, Zhijian Liu, Muyang Li, Guo Chen, Zhiqi Li, De-An Huang, Guilin Liu, Zhiding Yu, Kurt Keutzer, Sungjin Ahn, Jan Kautz, Hongxu Yin, Yao Lu, Song Han, Wonmin Byeon Title: Token-Efficient Long Video Understanding for Multimodal LLMs Arxiv: http://arxiv.org/abs/2503.04130v1 Abstract: Recent advances in video-based multimodal large language mode...

🤗 Upvotes: 33 | cs. CL Authors: Sambal Shikhar, Mohammed Irfan Kurpath, Sahal Shaji Mullappilly, Jean Lahoud, Fahad Khan, Rao Muhammad Anwer, Salman Khan, Hisham Cholakkal Title: LLMVoX: Autoregressive Streaming Text-to-Speech Model for Any LLM Arxiv: http://arxiv.org/abs/2503.04724v1 Abstract: Recent advancements in speech-to-speech dialogue systems leverage LLMs for multimodal interactions, yet...

🤗 Upvotes: 21 | cs. CV Authors: Jingkang Yang, Shuai Liu, Hongming Guo, Yuhao Dong, Xiamengwei Zhang, Sicheng Zhang, Pengyun Wang, Zitang Zhou, Binzhu Xie, Ziyue Wang, Bei Ouyang, Zhengyu Lin, Marco Cominelli, Zhongang Cai, Yuanhan Zhang, Peiyuan Zhang, Fangzhou Hong, Joerg Widmer, Francesco Gringoli, Lei Yang, Bo Li, Ziwei Liu Title: EgoLife: Towards Egocentric Life Assistant Arxiv: http://arxiv...

🤗 Upvotes: 42 | cs. CL, cs. AI Authors: Yiran Zhao, Chaoqun Liu, Yue Deng, Jiahao Ying, Mahani Aljunied, Zhaodonghui Li, Lidong Bing, Hou Pong Chan, Yu Rong, Deli Zhao, Wenxuan Zhang Title: Babel: Open Multilingual Large Language Models Serving Over 90% of Global Speakers Arxiv: http://arxiv.org/abs/2503.00865v1 Abstract: Large language models (LLMs) have revolutionized natural language processin...

🤗 Upvotes: 27 | cs. CL, cs. HC Authors: Tin Nguyen, Logan Bolton, Mohammad Reza Taesiri, Anh Totti Nguyen Title: HoT: Highlighted Chain of Thought for Referencing Supporting Facts from Inputs Arxiv: http://arxiv.org/abs/2503.02003v2 Abstract: An Achilles heel of Large Language Models (LLMs) is their tendency to hallucinate non-factual statements. A response mixed of factual and non-factual statem...

🤗 Upvotes: 27 | cs. CL, cs. AI Authors: Shimao Zhang, Xiao Liu, Xin Zhang, Junxiao Liu, Zheheng Luo, Shujian Huang, Yeyun Gong Title: Process-based Self-Rewarding Language Models Arxiv: http://arxiv.org/abs/2503.03746v1 Abstract: Large Language Models have demonstrated outstanding performance across various downstream tasks and have been widely applied in multiple scenarios. Human-annotated prefe...

🤗 Upvotes: 44 | cs. CV Authors: Ziyu Liu, Zeyi Sun, Yuhang Zang, Xiaoyi Dong, Yuhang Cao, Haodong Duan, Dahua Lin, Jiaqi Wang Title: Visual-RFT: Visual Reinforcement Fine-Tuning Arxiv: http://arxiv.org/abs/2503.01785v1 Abstract: Reinforcement Fine-Tuning (RFT) in Large Reasoning Models like OpenAI o1 learns from feedback on its answers, which is especially useful in applications when fine-tuning...