Daily Paper Cast

🤗 Upvotes: 105 | cs. CL Authors: Jundong Xu, Qingchuan Li, Jiaying Wu, Yihuai Lan, Shuyue Stella Li, Huichi Zhou, Bowen Jiang, Lei Wang, Jun Wang, Anh Tuan Luu, Caiming Xiong, Hae Won Park, Bryan Hooi, Zhiyuan Hu Title: EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments Arxiv: http://arxiv.org/abs/2606.13681v1 Abstract: Large language model (LLM) agents have achieve...

🤗 Upvotes: 83 | cs. AI Authors: Xunhao Lai, Weiqi Xu, Yufeng Yang, Qiaorui Chen, Yang Xu, Lunbin Zeng, Xiaolong Li, Haohai Sun, Haichao Zhu, Vito Zhang, Pengyu Zhao Title: MiniMax Sparse Attention Arxiv: http://arxiv.org/abs/2606.13392v1 Abstract: Ultra-long-context capability is becoming indispensable for frontier LLMs: agentic workflows, repository-scale code reasoning, and persistent memory al...

🤗 Upvotes: 80 | cs. CV, cs. AI Authors: Seokju Cho, Ryo Hachiuma, Abhishek Badki, Hang Su, Byung-Kwan Lee, Chan Hee Song, Sifei Liu, Subhashree Radhakrishnan, Seungryong Kim, Yu-Chiang Frank Wang, Min-Hung Chen Title: SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning Arxiv: http://arxiv.org/abs/2606.13673v1 Abstract: Spatial reasoning, the ability to determine where objects a...

🤗 Upvotes: 73 | cs. CV Authors: Dian Zheng, Harry Lee, Manyuan Zhang, Kaituo Feng, Zoey Guo, Ray Zhang, Hongsheng Li Title: InterleaveThinker: Reinforcing Agentic Interleaved Generation Arxiv: http://arxiv.org/abs/2606.13679v1 Abstract: Recent image generators have demonstrated impressive photorealism and instruction-following capabilities in single-image generation and editing. However, constrai...

🤗 Upvotes: 71 | cs. CL Authors: Jia Deng, Yimeng Chen, Xiaoqing Xiang, Ziyang Zeng, Shuo Tang, Wayne Xin Zhao, Feng Chang, Chuan Hao, Yuan Wei, Ran Tao, Bryan Dai, Ji-Rong Wen Title: FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents Arxiv: http://arxiv.org/abs/2606.12087v1 Abstract: Training deep search agents requires verifiable questions whose answers r...

🤗 Upvotes: 71 | cs. CV, cs. AI, cs. CL Authors: Jiaqi Tang, Jianmin Chen, Youyang Zhai, Wei Wei, Runtao Liu, Mengjie Zhao, Xiangyu Wu, Qingfa Xiao, Qifeng Chen Title: Robust-U1: Can MLLMs Self-Recover Corrupted Visual Content for Robust Understanding? Arxiv: http://arxiv.org/abs/2606.08063v1 Abstract: Multimodal Large Language Models (MLLMs) have demonstrated remarkable success in visual understa...

🤗 Upvotes: 69 | cs. LG, cs. AI, cs. CL Authors: Jiacheng Chen, Xinyu Zhang, Shunkai Zhang, Yanmohan Wang, Lin Li, Tiancheng Qin, Qin Wang, Zhengmao Zhu, Tianle Li, Jingyang Li, Zehan Li, Binyang Jiang, Jin Zhu, Han Ding, Fei Yu, Chenyu Du, Zijian Song, Jiayuan Song, Zhi Zhang, Yunan Huang, Weiyu Cheng, Pengyu Zhao, Yu Cheng Title: MaxProof: Scaling Mathematical Proof with Generative-Verifier RL a...

🤗 Upvotes: 60 | cs. AI Authors: Wanli Li, Bowen Zhou, Yunyao Yu, Zhou Xu, Yifan Yang, Dongsheng Li, Caihua Shan Title: WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces Arxiv: http://arxiv.org/abs/2606.09426v2 Abstract: Computer-use agents (CUAs) increasingly operate in runtimes that combine visual desktop control, command-line execution, code editing...

🤗 Upvotes: 50 | cs. CL, cs. AI, cs. LG, cs. MM, cs. RO Authors: Baochang Ren, Xinjie Liu, Xi Chen, Yanshuo Liu, Chenxi Li, Daqi Gao, Zeqin Su, Jintao Xing, Zirui Xue, Rui Li, Xiangyu Zhao, Shuofei Qiao, Minting Pan, Wangmeng Zuo, Lei Bai, Dongzhan Zhou, Ningyu Zhang, Huajun Chen Title: LabVLA: Grounding Vision-Language-Action Models in Scientific Laboratories Arxiv: http://arxiv.org/abs/2606.1357...

🤗 Upvotes: 24 | cs. CV, cs. AI Authors: Guozhen Zhang, Xuerui Qiu, Yutao Cui, Tianhui Song, Changlin Li, Junzhe Li, Tao Huang, Xiao Zhang, Yang Li, Jianbing Wu, Miles Yang, Zhao Zhong, Liefeng Bo, Limin Wang Title: HYDRA-X: Native Unified Multimodal Models with Holistic Visual Tokenizers Arxiv: http://arxiv.org/abs/2606.13289v1 Abstract: Holistic visual tokenizers are fundamental to unified multi...

🤗 Upvotes: 197 | cs. CV Authors: Ming Qian, Tianjian Ouyang, Mingchao Sun, Zijian Wang, Jincheng Xiong, Jiarong Han, Yongchang Zhang, Jiawei Zhang, Xu Wang, Yu Liu, Luyang Tang, Fei Yu, Zengye Ge, Mengmeng Du, Yuan Liu, Nianfei Fan, Song Wang, Yingliang Peng, Chunxue Jia, Yang Liu, Shiying Zeng, Haozhe Shi, Junnan Lai, Hongyu Pan, Zheng Wu, Ning Guo, Mu Xu, Hang Zhang Title: ABot-Earth 0.5: Gener...

🤗 Upvotes: 171 | cs. CV Authors: Kwai Keye Team, Bin Wen, Changyi Liu, Chengru Song, Chongling Rao, Guowang Zhang, Han Li, Haonan Fan, Hengrui Ju, Jiankang Chen, Jiapeng Chen, Jiawei Yuan, Kaixuan Yang, Kaiyu Jiang, Kun Gai, Lingzhi Zhou, Na Nie, Sen Na, Tianke Zhang, Tingting Gao, Xuanyu Zheng, Yulong Chen, Fan Yang, Haixuan Gao, Lele Yang, Mingqiao Liu, Muxi Diao, Qi Zhang, Qile Su, Wei Chen, W...

🤗 Upvotes: 73 | cs. AI Authors: Xucong Wang, Ziyu Ma, Shidong Yang, Tongwen Huang, Pengkun Wang, Yong Wang, Xiangxiang Chu Title: Role-Agent: Bootstrapping LLM Agents via Dual-Role Evolution Arxiv: http://arxiv.org/abs/2606.10917v1 Abstract: Although Large Language Model (LLM) agents have demonstrated strong performance on complex tasks, their learning is often limited by inefficient interaction...

🤗 Upvotes: 48 | cs. AI, cs. CL, cs. LG Authors: Wenbo Pan, Shujie Liu, Chin-Yew Lin, Jingying Zeng, Xianfeng Tang, Xiangyang Zhou, Yan Lu, Xiaohua Jia Title: Evolving Agents in the Dark: Retrospective Harness Optimization via Self-Preference Arxiv: http://arxiv.org/abs/2606.05922v2 Abstract: AI agents rely on a harness of skills, tools, and workflows to solve complex problems. Continually improvi...

🤗 Upvotes: 46 | cs. AI Authors: Pu Ning, Quan Chen, Kun Tao, Xinyu Tang, Tianshu Wang, Qianggang Cao, Xinyu Kong, Zujie Wen, Zhiqiang Zhang, Jun Zhou Title: SearchSwarm: Towards Delegation Intelligence in Agentic LLMs for Long-Horizon Deep Research Arxiv: http://arxiv.org/abs/2606.09730v1 Abstract: Large language models are increasingly expected to handle complex, long-horizon real-world tasks wh...

🤗 Upvotes: 41 | cs. LG, cs. AI Authors: Renjie Mao, Xiangxin Zhou, Lvfang Tao, Yixin Ding, Yu Shi, Yongguang Lin, Yuheng Wu, Honglin Zhu, Qian Qiu, Wenxi Zhu Title: Beyond Uniform Token-Level Trust Region in LLM Reinforcement Learning Arxiv: http://arxiv.org/abs/2606.10968v2 Abstract: Reinforcement learning with verifiable rewards (RLVR) has become standard for improving LLM reasoning. However, e...

🤗 Upvotes: 35 | cs. LG Authors: Bowen Ping, Xiangxin Zhou, Penghui Qi, Minnan Luo, Liefeng Bo, Tianyu Pang Title: Flow-DPPO: Divergence Proximal Policy Optimization for Flow Matching Models Arxiv: http://arxiv.org/abs/2606.11025v1 Abstract: Recent work has demonstrated that online reinforcement learning (RL) can substantially improve the quality and alignment of flow matching models for image and...

🤗 Upvotes: 32 | cs. CV Authors: Wenhao Yan, Fengjia Guo, Zhuoyi Yang, Jie Tang Title: SCAIL-2: Unifying Controlled Character Animation with End-to-end In-Context Conditioning Arxiv: http://arxiv.org/abs/2606.10804v2 Abstract: Controlled character animation requires transferring motion from a driving sequence to a reference character. Prior works heavily rely on intermediate representations, inclu...

🤗 Upvotes: 29 | cs. CV Authors: Paul Hyunbin Cho, Jinhyuk Jang, SeokYoung Lee, Joungbin Lee, Siyoon Jin, Heeseong Shin, Jung Yi, Yunjin Park, Chulmin Park, Seungryong Kim Title: Lip Forcing: Few-Step Autoregressive Diffusion for Real-time Lip Synchronization Arxiv: http://arxiv.org/abs/2606.11180v1 Abstract: Diffusion-based lip synchronization models achieve strong visual quality and audio-visual...

🤗 Upvotes: 115 | cs. AI, cs. CL, cs. LG Authors: Yiyou Sun, Xinyang Han, Weichen Zhang, Yuanbo Pang, Tianyu Wang, Yuhan Cao, Yixiao Huang, Chris Duroiu, Haoyun Zhang, Jeffrey Lin, Weishu Zhang, Tyler Zeng, Ying Yan, Bo Liu, Hanson Wen, Mingyang Xu, Xiaoyuan Liu, Zimeng Chen, Weiyan Shi, Amanda Dsouza, Vincent Sunn Chen, Patrick Bryant, Carl Boettiger, Yamini Rangan, Bradley Rothenberg, Kyle Stein...

🤗 Upvotes: 102 | cs. SE, cs. CL Authors: Shaoqiu Zhang, Yuhang Wang, Jialiang Liang, Yuling Shi, Wenhao Zeng, Maoquan Wang, Shilin He, Ningyuan Xu, Siyu Ye, Kai Cai, Xiaodong Gu Title: SWE-Explore: Benchmarking How Coding Agents Explore Repositories Arxiv: http://arxiv.org/abs/2606.07297v1 Abstract: Repository-level coding benchmarks such as SWE-bench have driven a rapid surge in the capabilities...

🤗 Upvotes: 59 | cs. LG, cs. AI Authors: Zhennan Shen, Yanshu Li, Qingyu Yin, Chak Tou Leong, Zhilin Wang, Yanxu Chen, Rongduo Han, Sunbowen Lee, Yi R. Fung Title: On the Geometry of On-Policy Distillation Arxiv: http://arxiv.org/abs/2606.07082v1 Abstract: On-policy distillation (OPD) is increasingly used to improve large language model reasoning, but its training dynamics remain poorly understood...

🤗 Upvotes: 52 | cs. CL, cs. AI Authors: Aofan Yu, Chenyu Zhou, Tianyi Xu, Zihan Guo, Rong Shan, Zhihui Fu, Jun Wang, Weiwen Liu, Yong Yu, Weinan Zhang, Jianghao Lin Title: LatentSkill: From In-Context Textual Skills to In-Weight Latent Skills for LLM Agents Arxiv: http://arxiv.org/abs/2606.06087v1 Abstract: Agent systems increasingly use textual skills to encode reusable task procedures, but inje...

🤗 Upvotes: 49 | cs. CV Authors: Weijie Wang, Haoyu Zhao, Yifan Yang, Feng Chen, Zeyu Zhang, Yefei He, Zicheng Duan, Donny Y. Chen, Yuqing Yang, Bohan Zhuang Title: Latent Spatial Memory for Video World Models Arxiv: http://arxiv.org/abs/2606.09828v1 Abstract: Video world models that maintain 3D spatial consistency across generated frames typically rely on explicit point cloud memory constructed i...

🤗 Upvotes: 46 | cs. LG, cs. AI Authors: Yan Wang, Qifan Zhang, Jiachen Yu, Tian Liang, Dongyang Ma, Xiang Hu, Zibo Lin, Chunyang Li, Zhichao Wang, Miao Peng, Nuo Chen, Jia Li, Yujiu Yang, Haitao Mi, Dong Yu Title: FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention Arxiv: http://arxiv.org/abs/2606.09079v2 Abstract: Conventional LLMs keep the full KV cache lo...