Daily Paper Cast

🤗 Upvotes: 71 | cs. CL Authors: Jinyang Wu, Shuo Yang, Zhengxi Lu, Fan Zhang, Yuhao Shen, Lang Feng, Haoran Luo, Zheng Lian, Shuai Zhang, Zhengqi Wen, Jianhua Tao Title: SEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement Learning Arxiv: http://arxiv.org/abs/2607.14777v1 Abstract: Large language models are increasingly trained as interactive agents for long-horizon tasks involvin...

🤗 Upvotes: 83 | cs. LG, cs. DC Authors: Changhai Zhou, Kieran Liu, Yuhua Zhou, Qian Qiao, Jun Gao, Harry Zhang, Irvine Lu, Nolan Ho, Lucian Li, Andrew Lei, Cleon Cheng, Steven Chiang, Yihang Zeng, Di Zhang, Rio Yang, Kaijie Chen, Andrew Chen, Pony Ma, Weizhong Zhang, Cheng Jin Title: LongStraw: Long-Context RL Beyond 2M Tokens under a Fixed GPU Budget Arxiv: http://arxiv.org/abs/2607.14952v1 Abst...

🤗 Upvotes: 49 | cs. AI, cs. IR Authors: Yuyao Zhang, Junjie Gao, Zhengxian Wu, Jiaming Fan, Jin Zhang, Shihan Ma, Yao Yao, Weiran Qi, Chuyan Jin, Guiyu Ma, Xingzhong Xu, Kai Yang, Ji-Rong Wen, Zhicheng Dou Title: SearchOS-V1: Towards Robust Open-Domain Information-Seeking Agent Collaboration Arxiv: http://arxiv.org/abs/2607.15257v1 Abstract: Recent advances in Tool-Integrated Large Language Model...

🤗 Upvotes: 36 | cs. LG, cs. RO Authors: Qi Li, Xingyi Yang, Xinchao Wang Title: BadWAM: When World-Action Models Dream Right but Act Wrong Arxiv: http://arxiv.org/abs/2607.15207v1 Abstract: World-action models (WAMs) are emerging as a promising foundation for embodied control: rather than predicting actions alone, they learn representations that couple action generation with future world predicti...

🤗 Upvotes: 30 | cs. CV Authors: Yuqi Tang, Tengfei Liu, Yizheng Lai, Yuran Wang, Yang Shi, Wanshun Su, Zhuoran Zhang, Qixun Wang, Xiaohan Zhang, Xinlei Yu, Xuehai Bai, Xuanyu Zhu, Bohan Zeng, Bozhou Li, Shujie Li, Yifan Dai, Yujie Wei, Shixuan Liu, Haotian Wang, Jialu Chen, Yuanxing Zhang Title: KeyFrame-Compass: Towards Comprehensive Evaluation of Keyframe-Conditioned Video Generation Arxiv: htt...

🤗 Upvotes: 29 | cs. CV, cs. SD Authors: Xiaohan Zhang, Yuqing Wen, Junlin Chen, Yuqi Tang, Yiting He, Lizhuo Shao, Weiming Zhu, Tengfei Liu, Yang Shi, Jialu Chen, Yuanxing Zhang, Huaxiong Li Title: MultiRef-Compass: Towards Comprehensive Evaluation of Multi-Reference-to-Audio-Video Generation Arxiv: http://arxiv.org/abs/2607.14189v1 Abstract: Multi-reference-to-audio-video (MR2AV) generation aims...

🤗 Upvotes: 23 | cs. LG Authors: Minh-Quan Le, Armand Comas, Alexandros Lattas, Stylianos Moschoglou, Pedro Vélez, Amit Raj, Aaron Germuth, Thabo Beeler, Dimitris Samaras, Di Qiu Title: Concurrent Image Understanding and Generation: Self-Correcting Coupled Markov Jump Processes Arxiv: http://arxiv.org/abs/2607.13188v1 Abstract: Human cognition does not separate understanding and generation. A teac...

🤗 Upvotes: 23 | cs. CV Authors: Zhen Li, Zian Meng, Shuwei Shi, Mingliang Zhai, Jiaming Tan, Chuanhao Li, Kaipeng Zhang Title: From Pixels to States: Rethinking Interactive World Models as Game Engines Arxiv: http://arxiv.org/abs/2607.14076v1 Abstract: Building interactive worlds that respond coherently to player actions has long been a shared goal of computer graphics, games, and artificial inte...

🤗 Upvotes: 22 | cs. CV Authors: Zhongwei Ren, Yunchao Wei, Yao Zhao, Weibo Gong, Xiao Liu, Anran Wang, Xiangtai Li, Xiaojie Jin Title: UniVR: Thinking in Visual Space for Unified Visual Reasoning Arxiv: http://arxiv.org/abs/2607.12800v1 Abstract: Learning broad world knowledge directly from raw visual data is a fundamental capability of intelligence. We introduce UniVR, the first investigation in...

🤗 Upvotes: 172 | cs. AI, cs. SE Authors: Ruhan Wang, Yucheng Shi, Zongxia Li, Zhongzhi Li, Yue Yu, Junyao Yang, Kishan Panaganti, Haitao Mi, Dongruo Zhou, Leoweiliang Title: Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable Arxiv: http://arxiv.org/abs/2607.13285v1 Abstract: The capability of a modern AI agent depends not only on its foundation model but also on it...

🤗 Upvotes: 112 | cs. CV, cs. AI Authors: Guoxuan Chen, Chufeng Xiao, Haoran Yang, Siyue Xie, Binxiao Huang, Ming Zhang, Cheuk Him Chau, Xinyu Fu, Yingzhao Lian, Tom S. Y. Li, Jintao Lin, Bowen Dong, Zian Qian, Yuhao Liu, Yuxuan Hu, Weikang Shi, Bin Zou, Bowen Zheng, Haoxuan Che, Chang Chen, Yuyang He, Heyang Sun, Tianyu Huang, Chong Hou Choi, Cheng Gong, Han Shi, Haoli Bai, Xihui Liu, Hongsheng L...

🤗 Upvotes: 80 | cs. CL Authors: Xinyu Tang, Qianggang Cao, Yurou Liu, Yuliang Zhan, Xiaochong Lan, Yifan Li, Yuchen Yan, Han Peng, Zican Dong, Zhenduo Zhang, Tianshu Wang, Xinyu Kong, Zujie Wen, Wayne Xin Zhao, Zhiqiang Zhang, Jun Zhou Title: Ring-Zero: Scaling Zero RL to a Trillion Parameters for Emergent Reasoning Arxiv: http://arxiv.org/abs/2607.12395v2 Abstract: Reinforcement learning with ve...

🤗 Upvotes: 46 | cs. CL, cs. CV Authors: Yunxin Li, Jinchao Li, Shibo Su, Zhenran Xu, Chenrui Zhao, Tongshu Bian, Xiaoman Liang, Meishan Zhang, Baotian Hu, Min Zhang Title: KnowAct-GUIClaw: Know Deeply, Act Perfectly, Personal GUI Assistant with Self-Evolving Memory and Skill Arxiv: http://arxiv.org/abs/2607.12625v2 Abstract: OpenClaw has emerged as a leading agent framework for complex task autom...

🤗 Upvotes: 43 | cs. CV, cs. AI Authors: Shiyin Lu, Yinglun Li, Yu Xia, Yuhui Chen, An-Yang Ji, Jun-Peng Jiang, Qing-Guo Chen, Jianshan Zhao, En Lin, Haijun Li, Cheng Qin, Zhao Xu, Weihua Luo Title: OvisOCR2 Technical Report Arxiv: http://arxiv.org/abs/2607.13639v1 Abstract: We introduce OvisOCR2, a 0.8B document parsing model. OvisOCR2 is designed as an end-to-end parser: given a document page im...

🤗 Upvotes: 30 | cs. CV, cs. AI, cs. CL Authors: Mingyang Song, Luxin Xu, Haoyu Sun, Minzhou Pan, Yu Cheng, Bo Li Title: PolicyShiftGuard: Benchmarking and Improving Policy-Adaptive Image Guardrails Arxiv: http://arxiv.org/abs/2607.05910v1 Abstract: Image guardrails are typically trained and evaluated under a fixed safety policy, implicitly treating safety as an intrinsic property of an image. Rea...

🤗 Upvotes: 23 | cs. CV Authors: Yufei Cai, Xuesong Niu, Hao Lu, Kun Gai, Kai Wu, Guosheng Lin Title: MetaView: Monocular Novel View Synthesis with Scale-Aware Implicit Geometry Priors Arxiv: http://arxiv.org/abs/2607.12000v1 Abstract: Current visual generation models are capable of producing high-quality content, yet they lack a coherent perception of the spatial structure. Existing generative no...

🤗 Upvotes: 23 | cs. RO Authors: GigaWorld Team, Angen Ye, Angyuan Ma, Boyuan Wang, Chaojun Ni, Fangzheng Ye, Guan Huang, Guo Li, Guosheng Zhao, Haodong Yan, Hengtao Li, Jiwen Lu, Kai Wang, Mingming Yu, Qitang Hu, Qiuping Deng, Songling Liu, Xiaoyu Tian, Xiaofeng Wang, Xinyu Zhou, Xiuwei Xu, Xinze Chen, Yang Wang, Yejun Zeng, Yifan Chang, Yun Ye, Zhenyu Wu, Zhanqian Wu, Zheng Zhu Title: GigaWorld-...

🤗 Upvotes: 57 | cs. CV, cs. AI Authors: Abhigya Verma, Khyati Mahajan, Amit Kumar Saha, Shruthan Radhakrishna, Sagar Davasam, Vikas Yadav, Sai Rajeswar Mudumba Title: SynthDocBench: Controlled Benchmark for Long-Context Visual Document Understanding Arxiv: http://arxiv.org/abs/2607.10400v1 Abstract: Vision language models (VLMs) have achieved strong performance on visual document understanding be...

🤗 Upvotes: 47 | cs. CV Authors: Runhui Huang, Qihui Zhang, Zhe Liu, Yu Gao, Jie Wu, Hengshuang Zhao Title: Read It Back: Pretrained MLLMs Are Zero-Shot Reward Models for Text-to-Image Generation Arxiv: http://arxiv.org/abs/2607.11886v1 Abstract: In this paper, we propose SpectraReward, a training-free reward function that turns pretrained MLLMs into off-the-shelf reward models for image-generatio...

🤗 Upvotes: 33 | cs. CV, cs. AI Authors: Haozhe Wang, Weijia Feng, Jinpeng Yu, Che Liu, Ping Nie, Fangzhen Lin, Jiaming Liu, Ruihua Huang, Jimmy Lin, Wenhu Chen, Cong Wei Title: Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Arxiv: http://arxiv.org/abs/2607.05382v3 Abstract: Visual generators excel at rendering, but they confidently fabricate what th...

🤗 Upvotes: 22 | cs. AI Authors: Matteo Santelmo, Xiuying Wei, Israa Fakih, Felix Bauer, Juan Garcia Giraldo, Chengkun Li, Etienne Bamas, Emmanuel Abbé Title: Blind-Spots-Bench: Evaluating Blind Spots in Multimodal Models Arxiv: http://arxiv.org/abs/2607.08317v1 Abstract: Modern AI models achieve strong performance on many established benchmarks, yet they still fail on tasks that humans find almos...

🤗 Upvotes: 100 | cs. LG, cs. AI, cs. CL Authors: Shiyuan Feng, Huan-ang Gao, Haohan Chi, Hanlin Wu, Zhilong Zhang, Zheng Jiang, Bingxiang He, Wei-Ying Ma, Ya-Qin Zhang, Hao Zhou Title: Weak-to-Strong Generalization via Direct On-Policy Distillation Arxiv: http://arxiv.org/abs/2607.05394v2 Abstract: Reinforcement learning with verifiable rewards (RLVR) is a powerful recipe for improving language-m...

🤗 Upvotes: 68 | cs. AI, cs. RO Authors: Jiayi Tian, Shiao Liu, Yuting Xu, Jia Lu, Zihao Guan, Honglin Han, Di Yang, Minqi Gu, Yifei Qian, Tianlin Zhang, Yanqing Zhu, Zeqian Ye, Menglin Yang, Fei Wang, Xu Hu, Xiuxian Li, Wei Zhang, Shihui Su, Yiyan Ji, Jingbo Wang, Ziteng Feng, Jiaheng Liu, Zhaoxiang Zhang, Xiaolong Wu, Mingyang Yin, Zedong Chu, Mu Xu Title: ABot-AgentOS: A General Robotic Agent O...

🤗 Upvotes: 41 | cs. CV Authors: Minhyuk Hwang, Sangmin Kim, Seunguk Do, Daneul Kim, Jaesik Park Title: 4D Human-Scene Reconstruction from Low-Overlap Captures Arxiv: http://arxiv.org/abs/2607.09125v1 Abstract: Existing volumetric capture of dynamic human performance achieves high fidelity with dense camera arrays. However, in real-world scenarios, only a handful of low-overlap cameras are availab...

🤗 Upvotes: 35 | cs. CL, cs. AI, cs. CV, cs. HC, cs. MM Authors: Yijun Chen, Boyi Xiao, Yixian Zhao, Haoting Xia, Buqiang Xu, Jizhan Fang, Yanya Li, Yaqi Zheng, Xuehai Wang, Zirui Xue, Liuxin Zhang, Hui Li, Ningyu Zhang Title: LightMem-Ego: Your AI Memory for Everyday Life Arxiv: http://arxiv.org/abs/2607.11487v1 Abstract: Personal AI assistants on mobile and wearable devices continuously perceive...