Daily Paper Cast

🤗 Upvotes: 32 | cs. CV Authors: Zhiqi Bai, Junai Cai, Yixin Chen, Jingrun Du, Tao Feng, Wei Gong, Siyuan Huang, Xiao Lin, Jiaheng Liu, Jun Luo, Yongzhe Lyu, Liya Ma, Zenan Meng, Lin Qu, Wenbo Su, Jiaming Wang, Qinghe Wang, Shaofei Wang, Yanghai Wang, Zequn Wang, Ziming Wang, Hu Wei, Jiangtao Wu, Ruiqi Wu, Jiaxin Xie, Yuchi Xu, Ze Xu, Chengting Yu, Liangyu Yuan, Gang Zeng, Yawen Zeng, Xingyao Zhan...

🤗 Upvotes: 45 | cs. CV Authors: Hangyu Ran, Yuhao Zheng, Yingying Zhang, Kevin Qinghong Lin, Han Peng Title: RULER: Instance-aware Rubric Rewards for SVG Generation Arxiv: http://arxiv.org/abs/2609.25270v1 Abstract: Generating Scalable Vector Graphics (SVG) code from natural-language instructions is an open-ended task without absolute visual ground truth, leaving both evaluation and policy optimi...

🤗 Upvotes: 28 | cs. CV Authors: Jiahao Lu, Minghao Yin, Wenbo Hu, Hengyu Liu, Wang Zhao, Sai-Kit Yeung, Ying Shan, Yuan Liu Title: GAE: Learning a Geometry-Native Latent Space for 3D-Consistent World Generation Arxiv: http://arxiv.org/abs/2609.24981v1 Abstract: We present a compact geometry-native latent space as a shared foundation for perception and generation. Visual generators can produce pho...

🤗 Upvotes: 25 | cs. CV Authors: Xingsong Ye, Yongkun Du, Jiaxin Zhang, Zhixian Li, Chong Sun, Chen Li, Jing Lyu, Lianwen Jin, Zhineng Chen Title: All-in-One Multilingual Scene Text Recognition with Script-aware Mixture-of-Experts Arxiv: http://arxiv.org/abs/2609.24058v1 Abstract: Multilingual scene text recognition (STR) remains challenging due to the scarcity of training data for most languages...

🤗 Upvotes: 65 | cs. LG, cs. AI, cs. CL Authors: Peng Xia, Rujun Han, Zifeng Wang, Yanfei Chen, Yufan Zhang, Yoonho Lee, Chengsong Huang, Han Yu, Zhongying CuiZhu, Yifei Ming, Huaxiu Yao, Burak Gokturk, Tomas Pfister, Chen-Yu Lee Title: RRSI: Regularized Recursive Self-Improvement of Agent Harnesses Arxiv: http://arxiv.org/abs/2609.24972v1 Abstract: An LLM agent's capability is largely magnified b...

🤗 Upvotes: 44 | cs. CV, cs. AI, cs. GR Authors: Wangbo Yu, Kunhao Liu, Wenbo Hu, Shenghai Yuan, Chaoran Feng, Haiyang Zhou, Yukun Huang, Yiran Wang, Wang Zhao, Yingmin Luo, Ying Shan Title: WorldCrafter: Consistent Video World Model with Implicit 3D-aware Memory Arxiv: http://arxiv.org/abs/2609.24984v1 Abstract: Video world models enable interactive exploration of dynamic environments, yet strugg...

🤗 Upvotes: 33 | cs. CV, cs. AI Authors: Yiran Wang, Xingyilang Yin, Junfu Pu, Guangzhi Wang, Kaifeng Li, Mingyu Ouyang, Huiqiang Sun, Lingen Li, Cheng Cheng, Wangbo Yu, Honghao Chen, Xiaodong Cun, Chi-Man Pun, Zhiguo Cao, Ying Shan Title: GameHorizon Suite: Multi-Horizon Data and Evaluation in Gameplay Arxiv: http://arxiv.org/abs/2609.25001v1 Abstract: Modern video games provide a measurable test...

🤗 Upvotes: 25 | cs. RO Authors: Meng-Hao Guo, Zhe-Han Mo, Jia-Jun Wang, Yi Zhang, Kejin Wang, Yi-Xuan Deng, Jia-Peng Zhang, Yongming Rao, Shi-Min Hu Title: Transferring the Intelligence of VLMs to Robotic Control Arxiv: http://arxiv.org/abs/2609.22966v1 Abstract: Humans can seamlessly adapt to both physical and digital worlds, suggesting that while a digital-to-real gap exists in embodiment, envi...

🤗 Upvotes: 21 | cs. CV Authors: Binxu Li, Haoyi Duan, Yuhui Zhang, Yaohui Zhang, Zihao Lin, Kaituo Feng, Suozhi Huang, Xiangyi Li, Yu Li, Chunyuan Li, Shilong Liu, Mengdi Wang Title: VideoGen-Agent: Reinforcing Video Generation Agents Arxiv: http://arxiv.org/abs/2609.24997v1 Abstract: Recent advances in video generative models have enabled high-fidelity, temporally coherent video generation. Howe...

🤗 Upvotes: 21 | cs. CL Authors: Hao Liang, Qihan Lin, Meiyi Qiang, Linzhuang Sun, Hengyi Feng, Mingrui Chen, Sizhe Qiu, Wentao Zhang Title: OmniEdu: Open Foundation Models for Learning and Teaching Arxiv: http://arxiv.org/abs/2609.23088v1 Abstract: Educational foundation models must solve problems, understand curriculum structure, diagnose learner difficulties, and provide appropriate instruction...

🤗 Upvotes: 33 | cs. AI Authors: Haozhe Liu, Tian Ye, Sensen Gao, Qihang Cao, Yitong Li, Mingchen Zhuge, Duomin Wang, Ruihua Zhang, Ping Luo, Jiawang Bian, Lei Zhu, Ligeng Zhu, Enze Xie, Song Han Title: SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harness Arxiv: http://arxiv.org/abs/2609.20519v1 Abstract: As coding agents move from supervised code completion to unattended, a...

🤗 Upvotes: 30 | cs. AI, cs. CL, cs. LG, cs. SE Authors: Run-Ze Fan, Zihao Zhang, Simin Ma, Yebowen Hu, Shouju Wang, Kaiqiang Song, Fei Liu, Hamed Zamani, Xiaoyang Wang Title: An Empirical Study of Harness Design for Coding Agents Arxiv: http://arxiv.org/abs/2609.20804v1 Abstract: Coding harnesses shape how autonomous coding agents translate model capabilities into long-horizon software-engineerin...

🤗 Upvotes: 26 | cs. CL Authors: DeepSeek-AI, Anyi Xu, B. Li, Bangcai Lin, Bing Xue, BingCheng Xian, Bingzheng Xu, Bochao Wu, Bowei Zhang, Boyi Deng, C.C. Yu, Chao Jin, Chaofan Lin, Chen Dong, Chenbing Wang, Chenfan Feng, Chengda Lu, Chenggang Zhao, Chengqi Deng, Chengyuan Zhang, Chenhao Xu, Chenqi Zhao, Chenze Shao, Chuhao Wang, Chuqi Zhang, Damai Dai, Dejian Yang, Deli Chen, Di Huang, Di Wu, Don...

🤗 Upvotes: 21 | cs. CL Authors: Taoyong Cui, Zhongyao Wang, Xinyue Xu, Weiyang Liu, Zhaochen Yu, Yuying Zhang, Qiang Gao, Mengyue Yang, Wanli Ouyang, Pheng Ann Heng, Yingcheng Wu, Zhenfei Yin, Ling Yang Title: JEPA-Anything: Learning Predictive Models across Different Worlds Arxiv: http://arxiv.org/abs/2609.20800v1 Abstract: World modeling enables intelligence to anticipate consequences, guide in...

🤗 Upvotes: 63 | cs. CL, cs. CY Authors: Hejia Geng, Zesen Huang, Haoyang Li, Wenbin Li, Koutian Wu, Zihan Zhou, Yuanbo Pang, Weihao Liu, Zigong Xu, Zhiping Li, Zongzheng Zhang, Chuanfei Dong, Jiankai Sun, Tianzhe Zheng, Fengyu Xie, Yue Ma, Yueheng Shi, Tong Xie, Zonglin Di, Xianrong Liu, Qucheng Gao, Yimin Liu, Jiaming Pan, Sheng Huang, Xiao-Han Ma, Lanqing Yuan, Zhenlin Zhu, Ziang Liu, Ziyang Xu...

🤗 Upvotes: 43 | cs. CL, cs. AI Authors: Caiqi Zhang, Xiaochen Zhu, Chengzu Li, Yulong Chen, Dharshan Kumaran, Nigel Collier Title: Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents Arxiv: http://arxiv.org/abs/2609.17708v1 Abstract: Reliable confidence estimation is increasingly central to the trustworthy deployment of language models: a calibrated estim...

🤗 Upvotes: 40 | cs. SE, cs. AI Authors: Jeonghye Kim, Minseon Kim, Young Jin Kim, Matheus Pereira, Marc-Alexandre Côté, Alessandro Sordoni, Xingdi Yuan, Zhengyan Shi Title: ProgramDistill: From Interactive Web Apps to Verifiable Reference-Guided SWE Tasks Arxiv: http://arxiv.org/abs/2609.18805v1 Abstract: Coding agents are typically evaluated with desired behavior specified through issues or inst...

🤗 Upvotes: 33 | cs. LG, cs. AI Authors: Yizhuo Li, Jianhao Yan, Yun Luo, Zhi Wang, Futing Wang, Rong-Xi Tan, Kanghui Tian, Ganqu Cui, Ning Ding, Peilin Zhao, Yafu Li, Yu Cheng Title: Rethinking Critic Learning in PPO: Understanding and Mitigating Value Flattening Arxiv: http://arxiv.org/abs/2609.18708v1 Abstract: In reinforcement learning for large language models, Proximal Policy Optimization (P...

🤗 Upvotes: 32 | cs. RO, cs. AI, cs. CL, cs. CV Authors: Shijie Lian, Bin Yu, Zhaolong Shen, Xiaopeng Lin, Yichao Du, Zhirui Zhang, Laurence T. Yang, Kai Chen Title: ActionPiece: Rethinking Action Tokenization for Autoregressive Vision-Language-Action Models Arxiv: http://arxiv.org/abs/2609.18487v1 Abstract: Action tokenizers play a central role in autoregressive vision-language-action (VLA) model...

🤗 Upvotes: 30 | cs. CV Authors: Xingyang Li, Dongyun Zou, Shining Zhang, Jiacheng Chen, Haocheng Xi, Lvmin Zhang, Jun-Yan Zhu, Song Han, Zhekai Zhang, Yujun Lin, Muyang Li Title: VC-Attention: Value Smoothing and Softmax Casting for Low-bit Attention Arxiv: http://arxiv.org/abs/2609.15810v1 Abstract: Diffusion Transformers deliver state-of-the-art video generation, but their long spatiotemporal s...

🤗 Upvotes: 29 | cs. LG, cs. AI, cs. CL Authors: Yifan Zhang, Yunheng Zou, Shaokun Zhang, Jian Hu, Hao Zhang, Binfeng Xu, Jan Kautz, Yi Dong Title: Agora: Git as Shared Memory for Collective AutoResearch Arxiv: http://arxiv.org/abs/2609.18094v1 Abstract: Autonomous research loops such as AutoResearch show that one coding agent can improve a training setup unattended. Run several of them and each s...

🤗 Upvotes: 24 | cs. AI, cs. CL Authors: Sehee Kim, Yumin Choi, Minki Kang, Sung Ju Hwang Title: EvolveTrade: Experience-Driven Policy Refinement for Self-Evolving LLM Trading Agents Arxiv: http://arxiv.org/abs/2609.17632v1 Abstract: Large language model (LLM) trading agents can combine market data, news, and executable analysis, but their behavior is often controlled by static hand-written tool-u...

🤗 Upvotes: 23 | cs. CV, cs. LG Authors: Mingyang Chen, Shengdong Chen, Xiaoxiao Fu, Bosheng Gong, Haoyuan Guo, Bowen Li, Jiawen Li, Kejun Li, Tianpeng Li, Yin Liu, Haoze Sun, Zeyang Tian, Meng Wang, Xinmiao Wu, Jiangqiao Yan, Zining Zhao Title: Zing-0.5: Toward Playable Worlds with Real-Time Joint Action and Text Control Arxiv: http://arxiv.org/abs/2609.17909v1 Abstract: We introduce Zing-0.5, a...

🤗 Upvotes: 21 | cs. CL, cs. AI, cs. LG Authors: Peter Chen, Xi Chen, Wotao Yin, Tianyi Lin Title: A Zeroth-Order Paradigm for LLM Preference Alignment Arxiv: http://arxiv.org/abs/2609.19144v1 Abstract: Direct preference alignment methods are widely used to align large language models (LLMs) with human preferences because of their computational and memory efficiency. However, likelihood displaceme...

🤗 Upvotes: 271 | cs. LG Authors: Zheyuan Zhang, Alvin Zhang, Daniel Khashabi, Tianmin Shu Title: Continual Learning Mechanisms Compose for Long-Horizon Memorization Arxiv: http://arxiv.org/abs/2609.06986v1 Abstract: Language models may need to internalize information that arrives over time and retain it through many subsequent updates. To study this challenge, we introduce long-horizon memorizati...