Daily Paper Cast

🤗 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...

🤗 Upvotes: 83 | cs. LG, cs. AI, cs. CL Authors: Yi Duan, Ying Liu, Zirui Tang, Haodong Chen, Jun Zhou, Yumou Liu, Bangrui Xu, Yukai Wu, Sidi Chen, Yuhan Zhou, Haoyu Wang, Xiaoyou Yu, Shaokun Han, Xuzhou Zhu, Le Zhou, Bolin Lu, Wei Zhou, Jiachen Liu, Nuozhou Fang, Jiaxin Tian, Ruoyu Chen, Yuxuan Li, Kai Zuo, Kaiyan Zhang, Qianyu Yang, Zijie Wang, Jiantao Qiu, Conghui He, Guoliang Li, Bowen Zhou, Z...

🤗 Upvotes: 21 | cs. SD, eess. AS Authors: Bin Lin, Bo Zhao, Boyang Zhang, Boyong Wu, Chao Yan, Chen Geng, Chen Wu, Cheng Yi, Chengli Feng, Chenglin Zhu, Chengting Feng, Chengyuan Yao, Daijiao Liu, DanNi Wan, Daxin Jiang, Dongjian Li, Dongqing Pang, Fei Tian, Feng Tian, Future Li, Gang Yu, Guanglong Yang, Haoyang Zhang, Hongyuan Wang, Jia Peng, Jiahao Song, Jialong Xue, Jiamin Fan, Jiangjie Zhen,...

🤗 Upvotes: 159 | cs. AI Authors: Honglin Guo, Tao Gui, Yicheng Chen, Guanting Dong, Qiming Ge, Yuyang Hu, Zixian Huang, Jiajie Jin, Alexander Lam, Yining Li, Jiahang Lin, Yanjiang Liu, Xinyu Lu, Haijun Lv, Junlin Shang, Qisheng Su, Guoqiang Wang, Rui Wang, Zhecan Wang, Hao Xiang, Xinchen Xie, Shuhao Xing, Xiaoyu Xing, Wanghan Xu, Xinyu Yang, Yajie Yang, Chengfeng Zhao, Haoran Zhao, Ruojun Zhou, Y...

🤗 Upvotes: 156 | cs. CL Authors: Tong Zheng, Xidong Wu, Zheng Zhang, Zhankui He, Chaoyi Zhang, Benjamin Coleman, Ruoqiao Wei, Di Bai, Haolin Liu, Rui Liu, Xue Wang, Yue Zhuan, Wang-Cheng Kang, Renkai Xiang, Heng Huang, Xinwu Cheng, Yunsong Guo Title: Dream-RSI: Recursive Self-Improvement through Evolving Worlds Arxiv: http://arxiv.org/abs/2609.14858v1 Abstract: Recursive self-improvement is becom...

🤗 Upvotes: 121 | cs. CV, cs. LG Authors: Jintao Zhang, Kai Jiang, Jintao Chen, Xu Wang, Deyuan Liu, Jungang Li, Dechuang Chen, Ming Lin, Jingjiang Zhou, Haopeng Jin, Qi Jia, Xiaohang Wang, Yaole Wang, Zhanqiang Zhang, Ran Li, Zhengkun Huang, Shuyue Xiong, Yuji Wang, Zikun Dai, Hui He, Yang Luo, Mang Ning, Weiqi Feng, Chengyang Ye, Xinyue Lin, Min Zhao, Hongzhou Zhu, Hengkai Tan, Zeyuan Wang, Chen...

🤗 Upvotes: 120 | cs. AI Authors: Jiyan He, Guang Liang, Hao Liu, Haoxiang Guan, Jinbo Sun, Junyi Guo, Wenjun Feng, Yantai Xie, Yifei Shen, Bin Shao, Chuyang Wei, Kai Chen, Kexin Zhou, Minghang Zhu, Shuxin Zheng, Tie-Yan Liu, Taine Zhao, Wenhui Zhu, Xueyin Xu, Xiaoqing Zhang, Yatao Li, Yuxuan Ren Title: ZGCM-1: A Fully Open and Extremely Efficient Foundation Model for Math and Agentic Search Arxiv...

🤗 Upvotes: 58 | cs. CV, cs. RO Authors: DeepCybo Team, Yu Bin, Haipeng Cao, Zheng Chang, Kai Chen, Youning Chen, Kailin Deng, Yichao Du, Xiaotong Fu, Haoyang Ge, Yunlong Guo, Chenliu Hao, Jiyan He, Xuguo He, Yakun Hou, Kai Hu, Cong Huang, Tuopusen Huang, Yu Huang, Hong Li, Peize Li, Shijie Lian, Xiaopeng Lin, Yun Lin, Haibao Liu, Haochen Liu, Qiuzhi Liu, Shengcai Liu, Zhiqiang Liu, Tao Luo, Peng...

🤗 Upvotes: 24 | cs. AR, cs. LG Authors: Vishesh Tripathi, Abhay Kumar, Ramsha Khan Title: Grouped Value Attention: Efficient KV Caching via On-Demand Key Reconstruction Arxiv: http://arxiv.org/abs/2609.13285v1 Abstract: The KV cache is a primary bottleneck for Transformer decoding: its memory footprint and cache-read traffic grow with sequence length. Grouped-query attention (GQA) reduces this co...

🤗 Upvotes: 98 | cs. CL Authors: Intern-NCP Team, Jiaqi Cao, Chiyu Chen, Shuang Cheng, Xu Cheng, Beiya Dai, Yufan Feng, Kewen Ge, Ruijun Ge, Jiayi Huang, Yang Jiao, Dahua Lin, Zhouhan Lin, Yifan Liu, Yuliang Liu, Biqing Qi, Mowen Ruan, Junzhe Shen, Yunchong Song, Hao Sun, Zhongbo Tian, Yixuan Wang, Rubin Wei, Jiaxin Xiong, Kangyu Yang, Qian Yao, Qi Zhang, Bowen Zhou Title: NCP-ArchPreview Technica...

🤗 Upvotes: 73 | cs. CV Authors: Haiwen Diao, Jiahao Wang, Chenjing Ding, Hanming Deng, Jiangnan Chen, Ruixi Zhang, Ruohui Wang, Wenwen Tong, Xiangyu Fan, Yubo Wang, Yue Zhu, Yuwei Niu, Zhengqi Bai, Zhiqian Lin, Zhitao Yang, Zhongang Cai, Bo Yang, Chen Feng, Chengguang Lv, Guangjia Liu, Guanlin Wang, Hanyu Zhang, Haojia Yu, Hongcan Xiao, Hongli Wang, Huan Wu, Huaping Zhong, Jian Fang, Jianan Fan,...

🤗 Upvotes: 32 | cs. CR Authors: Nanxi Li, Yingzi Ma, Yulong Cao, Edward Suh, Bo Li, Dawn Song, Chaowei Xiao Title: EvoSafeHarness: Evolving Model- and Domain-Specific Harnesses for Securing Agents Arxiv: http://arxiv.org/abs/2609.05903v1 Abstract: Large Language Model (LLM) agents are turning language into real-world effects, making safety necessary against both indirect prompt injections and dir...