Daily Paper Cast

🤗 Upvotes: 21 | cs. CV Authors: Hao Gao, Shaoyu Chen, Yifan Zhu, Yuehao Song, Wenyu Liu, Qian Zhang, Xinggang Wang Title: RAD-2: Scaling Reinforcement Learning in a Generator-Discriminator Framework Arxiv: http://arxiv.org/abs/2604.15308v1 Abstract: High-level autonomous driving requires motion planners capable of modeling multimodal future uncertainties while remaining robust in closed-loop inte...

🤗 Upvotes: 21 | cs. AI Authors: Qianqian Xie, Qingheng Xiong, He Zhu, Tiantian Xia, Xueming Han, Fanyu Meng, Jiakai Wang, Zhiqi Bai, Chengkang Jiang, Zhaohui Wang, Yubin Guo, Yuqing Wen, Jiayang Mao, Zijie Zhang, Shihao Li, Yanghai Wang, Yuxiang Ren, Junlan Feng, Jiaheng Liu Title: DR$^{3}$-Eval: Towards Realistic and Reproducible Deep Research Evaluation Arxiv: http://arxiv.org/abs/2604.14683v1...

🤗 Upvotes: 118 | cs. CV Authors: Team Seedance, De Chen, Liyang Chen, Xin Chen, Ying Chen, Zhuo Chen, Zhuowei Chen, Feng Cheng, Tianheng Cheng, Yufeng Cheng, Mojie Chi, Xuyan Chi, Jian Cong, Qinpeng Cui, Fei Ding, Qide Dong, Yujiao Du, Haojie Duanmu, Junliang Fan, Jiarui Fang, Jing Fang, Zetao Fang, Chengjian Feng, Yu Gao, Diandian Gu, Dong Guo, Hanzhong Guo, Qiushan Guo, Boyang Hao, Hongxiang Ha...

🤗 Upvotes: 106 | cs. CV, cs. AI, cs. HC Authors: Mingyu Ouyang, Siyuan Hu, Kevin Qinghong Lin, Hwee Tou Ng, Mike Zheng Shou Title: GameWorld: Towards Standardized and Verifiable Evaluation of Multimodal Game Agents Arxiv: http://arxiv.org/abs/2604.07429v1 Abstract: Towards an embodied generalist for real-world interaction, Multimodal Large Language Model (MLLM) agents still suffer from challengin...

🤗 Upvotes: 96 | cs. AI, cs. LG Authors: Haozhe Wang, Cong Wei, Weiming Ren, Jiaming Liu, Fangzhen Lin, Wenhu Chen Title: RationalRewards: Reasoning Rewards Scale Visual Generation Both Training and Test Time Arxiv: http://arxiv.org/abs/2604.11626v2 Abstract: Most reward models for visual generation reduce rich human judgments to a single unexplained score, discarding the reasoning that underlies...

🤗 Upvotes: 60 | cs. CV, cs. CL Authors: Dinging Li, Yingxiu Zhao, Xinrui Cheng, Kangheng Lin, Hongbo Peng, Hongxing Li, Zixuan Wang, Yuhong Dai, Haodong Li, Jia Wang, Yukang Shi, Liang Zhao, Jianjian Sun, Zheng Ge, Xiangyu Zhang, Weiming Lu, Jun Xiao, Yueting Zhuang, Yongliang Shen Title: SpatialEvo: Self-Evolving Spatial Intelligence via Deterministic Geometric Environments Arxiv: http://arxiv.o...

🤗 Upvotes: 50 | cs. CL Authors: Xiaomeng Hu, Yinger Zhang, Fei Huang, Jianhong Tu, Yang Su, Lianghao Deng, Yuxuan Liu, Yantao Liu, Dayiheng Liu, Tsung-Yi Ho Title: OccuBench: Evaluating AI Agents on Real-World Professional Tasks via Language Environment Simulation Arxiv: http://arxiv.org/abs/2604.10866v2 Abstract: AI agents are expected to perform professional work across hundreds of occupational...

🤗 Upvotes: 24 | cs. AI, cs. CL Authors: Kangsan Kim, Minki Kang, Taeil Kim, Yanlai Yang, Mengye Ren, Sung Ju Hwang Title: Memory Transfer Learning: How Memories are Transferred Across Domains in Coding Agents Arxiv: http://arxiv.org/abs/2604.14004v1 Abstract: Memory-based self-evolution has emerged as a promising paradigm for coding agents. However, existing approaches typically restrict memory u...

🤗 Upvotes: 23 | cs. LG, cs. AI, cs. CL Authors: Yuqiao Tan, Minzheng Wang, Bo Liu, Zichen Liu, Tian Liang, Shizhu He, Jun Zhao, Kang Liu Title: From $P(y|x)$ to $P(y)$: Investigating Reinforcement Learning in Pre-train Space Arxiv: http://arxiv.org/abs/2604.14142v1 Abstract: While reinforcement learning with verifiable rewards (RLVR) significantly enhances LLM reasoning by optimizing the conditio...

🤗 Upvotes: 22 | cs. AI Authors: Jaden Park, Jungtaek Kim, Jongwon Jeong, Robert D. Nowak, Kangwook Lee, Yong Jae Lee Title: Exploration and Exploitation Errors Are Measurable for Language Model Agents Arxiv: http://arxiv.org/abs/2604.13151v1 Abstract: Language Model (LM) agents are increasingly used in complex open-ended decision-making tasks, from AI coding to physical AI. A core requirement in...

🤗 Upvotes: 123 | cs. LG, cs. AI, cs. CL, cs. CV Authors: Fei Tang, Zhiqiong Lu, Boxuan Zhang, Weiming Lu, Jun Xiao, Yueting Zhuang, Yongliang Shen Title: ClawGUI: A Unified Framework for Training, Evaluating, and Deploying GUI Agents Arxiv: http://arxiv.org/abs/2604.11784v1 Abstract: GUI agents drive applications through their visual interfaces instead of programmatic APIs, interacting with arbit...

🤗 Upvotes: 62 | cs. LG, cs. AI, cs. CL Authors: Yaxuan Li, Yuxin Zuo, Bingxiang He, Jinqian Zhang, Chaojun Xiao, Cheng Qian, Tianyu Yu, Huan-ang Gao, Wenkai Yang, Zhiyuan Liu, Ning Ding Title: Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe Arxiv: http://arxiv.org/abs/2604.13016v2 Abstract: On-policy distillation (OPD) has become a core technique i...

🤗 Upvotes: 27 | cs. AI, cs. LG Authors: Jiachen Zhu, Lingyu Yang, Rong Shan, Congmin Zheng, Zeyu Zheng, Weiwen Liu, Yong Yu, Weinan Zhang, Jianghao Lin Title: Turing Test on Screen: A Benchmark for Mobile GUI Agent Humanization Arxiv: http://arxiv.org/abs/2604.09574v1 Abstract: The rise of autonomous GUI agents has triggered adversarial countermeasures from digital platforms, yet existing researc...

🤗 Upvotes: 26 | cs. AI Authors: Tianyi Wang, Yixia Li, Long Li, Yibiao Chen, Shaohan Huang, Yun Chen, Peng Li, Yang Liu, Guanhua Chen Title: SPPO: Sequence-Level PPO for Long-Horizon Reasoning Tasks Arxiv: http://arxiv.org/abs/2604.08865v1 Abstract: Proximal Policy Optimization (PPO) is central to aligning Large Language Models (LLMs) in reasoning tasks with verifiable rewards. However, standard...

🤗 Upvotes: 25 | cs. CL Authors: Guoxin Chen, Jie Chen, Lei Chen, Jiale Zhao, Fanzhe Meng, Wayne Xin Zhao, Ruihua Song, Cheng Chen, Ji-Rong Wen, Kai Jia Title: Toward Autonomous Long-Horizon Engineering for ML Research Arxiv: http://arxiv.org/abs/2604.13018v1 Abstract: Autonomous AI research has advanced rapidly, but long-horizon ML research engineering remains difficult: agents must sustain coher...

🤗 Upvotes: 21 | cs. CL, cs. AI Authors: Hippolyte Gisserot-Boukhlef, Nicolas Boizard, Emmanuel Malherbe, Céline Hudelot, Pierre Colombo Title: BERT-as-a-Judge: A Robust Alternative to Lexical Methods for Efficient Reference-Based LLM Evaluation Arxiv: http://arxiv.org/abs/2604.09497v1 Abstract: Accurate evaluation is central to the large language model (LLM) ecosystem, guiding model selection and...

🤗 Upvotes: 112 | cs. LG, cs. AI, cs. PL, cs. SE, quant-ph Authors: Ali Slim, Haydar Hamieh, Jawad Kotaich, Yehya Ghosn, Mahdi Chehimi, Ammar Mohanna, Hasan Abed Al Kader Hammoud, Bernard Ghanem Title: QuanBench+: A Unified Multi-Framework Benchmark for LLM-Based Quantum Code Generation Arxiv: http://arxiv.org/abs/2604.08570v1 Abstract: Large Language Models (LLMs) are increasingly used for code g...

🤗 Upvotes: 83 | cs. LG, cs. AI, cs. CL Authors: Yang Liu, Enxi Wang, Yufei Gao, Weixin Zhang, Bo Wang, Zhiyuan Zeng, Yikai Zhang, Yining Zheng, Xipeng Qiu Title: The Past Is Not Past: Memory-Enhanced Dynamic Reward Shaping Arxiv: http://arxiv.org/abs/2604.11297v1 Abstract: Despite the success of reinforcement learning for large language models, a common failure mode is reduced sampling diversity,...

🤗 Upvotes: 60 | cs. CV Authors: Donghao Zhou, Guisheng Liu, Hao Yang, Jiatong Li, Jingyu Lin, Xiaohu Huang, Yichen Liu, Xin Gao, Cunjian Chen, Shilei Wen, Chi-Wing Fu, Pheng-Ann Heng Title: OmniShow: Unifying Multimodal Conditions for Human-Object Interaction Video Generation Arxiv: http://arxiv.org/abs/2604.11804v1 Abstract: In this work, we study Human-Object Interaction Video Generation (HOIVG...

🤗 Upvotes: 58 | cs. LG Authors: Zunhai Su, Hengyuan Zhang, Wei Wu, Yifan Zhang, Yaxiu Liu, He Xiao, Qingyao Yang, Yuxuan Sun, Rui Yang, Chao Zhang, Keyu Fan, Weihao Ye, Jing Xiong, Hui Shen, Chaofan Tao, Taiqiang Wu, Zhongwei Wan, Yulei Qian, Yuchen Xie, Ngai Wong Title: Attention Sink in Transformers: A Survey on Utilization, Interpretation, and Mitigation Arxiv: http://arxiv.org/abs/2604.10098v...

🤗 Upvotes: 46 | cs. CV, cs. CG, cs. GR Authors: Rui Xu, Dafei Qin, Kaichun Qiao, Qiujie Dong, Huaijin Pi, Qixuan Zhang, Longwen Zhang, Lan Xu, Jingyi Yu, Wenping Wang, Taku Komura Title: Strips as Tokens: Artist Mesh Generation with Native UV Segmentation Arxiv: http://arxiv.org/abs/2604.09132v1 Abstract: Recent advancements in autoregressive transformers have demonstrated remarkable potential fo...

🤗 Upvotes: 39 | cs. CV, cs. AI Authors: Luozheng Qin, Jia Gong, Qian Qiao, Tianjiao Li, Li Xu, Haoyu Pan, Chao Qu, Zhiyu Tan, Hao Li Title: Uni-ViGU: Towards Unified Video Generation and Understanding via A Diffusion-Based Video Generator Arxiv: http://arxiv.org/abs/2604.08121v1 Abstract: Unified multimodal models integrating visual understanding and generation face a fundamental challenge: visua...

🤗 Upvotes: 36 | cs. CV, cs. AI Authors: Songlin Yang, Xianghao Kong, Anyi Rao Title: Pseudo-Unification: Entropy Probing Reveals Divergent Information Patterns in Unified Multimodal Models Arxiv: http://arxiv.org/abs/2604.10949v1 Abstract: Unified multimodal models (UMMs) were designed to combine the reasoning ability of large language models (LLMs) with the generation capability of vision models...

🤗 Upvotes: 29 | cs. CL, cs. AI Authors: CocoaBench Team, Shibo Hao, Zhining Zhang, Zhiqi Liang, Tianyang Liu, Yuheng Zha, Qiyue Gao, Jixuan Chen, Zilong Wang, Zhoujun Cheng, Haoxiang Zhang, Junli Wang, Hexi Jin, Boyuan Zheng, Kun Zhou, Yu Wang, Feng Yao, Licheng Liu, Yijiang Li, Zhifei Li, Zhengtao Han, Pracha Promthaw, Tommaso Cerruti, Xiaohan Fu, Ziqiao Ma, Jingbo Shang, Lianhui Qin, Julian McA...

🤗 Upvotes: 29 | cs. SE, cs. AI Authors: Han Li, Yifan Yao, Letian Zhu, Rili Feng, Hongyi Ye, Jiaming Wang, Yancheng He, Pengyu Zou, Lehan Zhang, Xinping Lei, Haoyang Huang, Ken Deng, Ming Sun, Zhaoxiang Zhang, He Ye, Jiaheng Liu Title: CodeTracer: Towards Traceable Agent States Arxiv: http://arxiv.org/abs/2604.11641v2 Abstract: Code agents are advancing rapidly, but debugging them is becoming inc...