Daily Paper Cast

🤗 Upvotes: 39 | cs. CV Authors: Runmao Yao, Kairui Hu, Yukang Cao, Ruisi Wang, Shulin Tian, Ziang Cao, Weichen Fan, Ziqi Huang, Yuhao Dong, Hao Li, Zhaoxi Chen, Zhongang Cai, Lei Yang, Ziwei Liu Title: Apple-$π$: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence Arxiv: http://arxiv.org/abs/2607.16401v1 Abstract: Modern video generation models are increasingly hailed as e...

🤗 Upvotes: 119 | cs. SE, cs. AI Authors: Yijia Fan, Zonglin Di, Zimo Wen, Yifan Yang, Mingxi Cheng, Qi Dai, Bei Liu, Kai Qiu, Yue Dong, Ji Li, Chong Luo Title: RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources Arxiv: http://arxiv.org/abs/2606.29538v4 Abstract: Skills are a useful abstraction for software agents, turning human and agent experience into reus...

🤗 Upvotes: 115 | cs. CL, cs. AI Authors: Mikhail Komarov, Ivan Bondarenko, Stanislav Shtuka, Oleg Sedukhin, Roman Shuvalov, Yana Dementyeva, Matvey Solovyov, Nikolay O. Nikitin Title: RAGU: A Multi-Step GraphRAG Engine with a Compact Domain-Adapted LLM Arxiv: http://arxiv.org/abs/2607.11683v1 Abstract: Graph retrieval-augmented generation (GraphRAG) enhances large language models with structured...

🤗 Upvotes: 57 | cs. RO, cs. CV Authors: Xiaomi Robotics Team, Jun Guo, Piaopiao Jin, Jason Li, Peiyan Li, Yingyan Li, Futeng Liu, Wanli Peng, Optimus Qin, Yifei Su, Nan Sun, Qiao Sun, Runze Suo, Heyun Wang, Yunhong Wang, Rujie Wu, Caoyu Xia, Lina Zhang, Jack Zhao, Guoliang Chen, Wenlong Chen, Xinze He, Bin Li, Qing Li, Zhuorong Li, Heng Qu, Wenxuan Song, Diyun Xiang, Yifan Xie, Peiran Xu, Hangjun...

🤗 Upvotes: 56 | cs. CL, cs. AI Authors: Zitian Gao, Yilong Chen, Yihao Xiao, Xinyu Yang, Ran Tao, Joey Zhou, Bryan Dai Title: Loop the Loopies! Arxiv: http://arxiv.org/abs/2607.16051v2 Abstract: We present the Loopie series, consisting of two Mixture-of-Experts (MoE) models: a 20B-parameter model with 2B active parameters and a 6B-parameter model with 0.6B active parameters. Looped Transformers h...

🤗 Upvotes: 47 | cs. LG, cs. CL Authors: Xiangdong Zhang, Xiaohan Qin, Sunan Zou, Tuo Dai, Xiaoming Shi, Huaijin Wu, Yebin Yang, Zhuo Xia, Shaofeng Zhang, Lin Yao, Yuliang Liu, Yu Cheng, Junchi Yan Title: xHC: Expanded Hyper-Connections Arxiv: http://arxiv.org/abs/2607.14530v1 Abstract: Hyper-Connections (HC) expand the residual stream of Transformers into $N$ parallel streams, providing a form of...

🤗 Upvotes: 43 | cs. AI Authors: actAVA AI, :, Haolin Chen, Leon Qi, Steve Brown, Deon Metelski, Tao Xia, Joonyul Lee, Qixuan Wang, Kevin Riley, Frank Wang, Weiran Yao Title: Cura 1T: Specialized Model for Agentic Healthcare Arxiv: http://arxiv.org/abs/2607.15314v1 Abstract: Healthcare spans high-stakes communication, expert reasoning, and workflow execution, yet specialized LLMs that cover these...

🤗 Upvotes: 28 | cs. LG, cs. CL Authors: Byeongho Heo, Jaehui Hwang, Sangdoo Yun, Dongyoon Han Title: On-Policy Delta Distillation Arxiv: http://arxiv.org/abs/2607.15161v1 Abstract: On-policy distillation is an alternative post-training method in reinforcement learning that alleviates the constraints imposed by reward models by providing token-level supervision from a teacher model. Although on-po...

🤗 Upvotes: 26 | cs. IR Authors: Bowen Zheng, Chao Yi, Dian Chen, Gaoyang Guo, Han Zhu, Jiakai Tang, Jian Wu, Mao Zhang, Wen Chen, Yifan Lu, Yujie Luo, Yuning Jiang, Zhujin Gao, Bo Zheng, Dixuan Wang, Hao Fang, Jiancai Liu, Jing Yu, Ke Chen, Kewei Zhu, Mingke Xu, Wenjun Yang, Xunke Xi, Zile Zhou Title: RecGPT-V3 Technical Report Arxiv: http://arxiv.org/abs/2607.15591v1 Abstract: Large language mod...

🤗 Upvotes: 109 | cs. CV Authors: Xinhao Li, Yuhan Zhu, Xiangyu Zeng, Yuhao Dong, Haoning Wu, Zhiqiu Zhang, Yuandong Yang, Changlian Ma, Qingyu Zhang, Yansong Shi, Xinyu Chen, Haoran Chen, Zizheng Huang, Jun Zhang, Kun Ouyang, Lin Sui, Ziang Yan, Yicheng Xu, Chenting Wang, Yinan He, Hongjie Zhang, Yi Wang, Yu Qiao, Yali Wang, Ziwei Liu, Kai Chen, Limin Wang Title: VideoChat3: Fully Open Video MLLM...

🤗 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...