Agentic Abstention: Do Agents Know When to Stop Instead of Act?
🤗 Upvotes: 124 | cs.AI Authors: Han Luo, Bingbing Wen, Lucy Lu Wang Title: Agentic Abstention: Do Agents Know When to Stop Instead of Act? Arxiv: ht...
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LiveEdit: Towards Real-Time Diffusion-Based Streaming Video Editing
🤗 Upvotes: 72 | cs.CV Authors: Xinyu Wang, Chongbo Zhao, Fangneng Zhan, Yue Ma Title: LiveEdit: Towards Real-Time Diffusion-Based Streaming Video Editing Arxiv:...
Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent
🤗 Upvotes: 69 | cs.CL Authors: Lei Bai, Zongsheng Cao, Yang Chen, Zhiyao Cui, Shangheng Du, Yue Fan, Shiyang Feng, Zijie Guo, Haonan He, Liang He, Xiaohan He, Shuyue Hu, Yusong Hu, Songtao Huang, ...
TUA-Bench: A Benchmark for General-Purpose Terminal-Use Agents
🤗 Upvotes: 44 | cs.SE, cs.AI Authors: Shoufa Chen, Luyuan Wang, Xuan Yang, Zhiheng Liu, Yuren Cong, Yuanfeng Ji, Feiyan Zhou, Xiaohui Zhang, Fanny Yang, Belinda Zeng Title: ...
Beyond IID: How General Are Tabular Foundation Models, Really?
🤗 Upvotes: 36 | cs.LG, cs.AI Authors: Lennart Purucker, Andrej Tschalzev, Nick Erickson, Gioia Blayer, David Holzmüller, Alan Arazi, Alexander Pfefferle, Mustafa Tajjar, Gaël Varoquaux, Frank Hutt...
Trimming the Long-Tail of Visual World Modeling Evaluation
🤗 Upvotes: 35 | cs.CV Authors: Bingxuan Li, Yining Hong, Cheng Qian, Hyeonjeong Ha, Jiateng Liu, Zhenhailong Wang, Yue Guo, Yunzhu Li, Heng Ji Title: Trimming the Long-Tail...
AsyncOPD: How Stale Can On-Policy Distillation Be?
🤗 Upvotes: 23 | cs.LG Authors: Wonjun Kang, Kevin Galim, Seunghyuk Oh, Minjun Kang, Sanghyun Park, Donghoon Kim, Minjae Lee, Minseo Kim, Rishabh Tiwari, Yuchen Zeng, Hyung Il Koo, Kangwook Lee ...
Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning
🤗 Upvotes: 23 | cs.CV Authors: Hohin Kwan, Hongyu Li, Ray Zhang, Manyuan Zhang, Xianghao Kong, Anyi Rao, Jiahao Xie, Si Liu Title: Video-MME-Logical: A Controlled Diagnosti...
Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction
🤗 Upvotes: 22 | cs.CV, cs.AI Authors: Sunqi Fan, Qingle Liu, Runqi Yin, Meng-Hao Guo, Shuojin Yang Title: Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Ke...
PhysisForcing: Physics Reinforced World Simulator for Robotic Manipulation
🤗 Upvotes: 42 | cs.CV, cs.AI, cs.RO Authors: Peiwen Zhang, Yufan Deng, Shangkun Sun, Juncheng Ma, Duomin Wang, Jonas Du, Zilin Pan, Ye Huang, Hao Liang, Songyan Huang, Ruihua Zhang, Enze Xie, Ming...
Translation as a Bridging Action: Transferring Manipulation Skills from Humans to Robots
🤗 Upvotes: 34 | cs.RO, cs.CV Authors: Sijin Chen, Kaixuan Jiang, Haixin Shi, Yanhui Wang, Weiheng Zhong, Haosheng Li, Bo Jiang, Yuxiao Liu, Xihui Liu Title: Translation as ...
Qwen-Image-2.0-RL Technical Report
🤗 Upvotes: 33 | cs.CV, cs.LG Authors: Yixian Xu, Kaiyuan Gao, Yuxiang Chen, Yilei Chen, Zecheng Tang, Zihao Liu, Zikai Zhou, Deqing Li, Hao Meng, Kuan Cao, Jiahao Li, Jie Zhang, Liang Peng, Lihan ...
DanceOPD: On-Policy Generative Field Distillation
🤗 Upvotes: 64 | cs.CV, cs.CL, cs.LG Authors: Wei Zhou, Xiongwei Zhu, Zelin Xu, Bo Dong, Lixue Gong, Yongyuan Liang, Meng Chu, Leigang Qu, Lingdong Kong, Wei Liu, Tat-Seng Chua Title: ...
In-Context World Modeling for Robotic Control
🤗 Upvotes: 44 | cs.RO, cs.CV Authors: Siyin Wang, Junhao Shi, Senyu Fei, Zhaoyang Fu, Li Ji, Jingjing Gong, Xipeng Qiu Title: In-Context World Modeling for Robotic Control ...
Qwen-Image-Agent: Bridging the Context Gap in Real-World Image Generation
🤗 Upvotes: 41 | cs.CV Authors: Zekai Zhang, Jiahao Li, Jie Zhang, Kaiyuan Gao, Kun Yan, Lihan Jiang, Ningyuan Tang, Shengming Yin, Tianhe Wu, Xiaoyue Chen, Xiao Xu, Yan Shu, Yanran Zhang, Yixian X...
OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning
🤗 Upvotes: 40 | cs.CL Authors: Shuo Yang, Jinyang Wu, Zhengxi Lu, Yuhao Shen, Fan Zhang, Lang Feng, Shuai Zhang, Haoran Luo, Zheng Lian, Zhengqi Wen, Jianhua Tao Title: OPI...
The Verification Horizon: No Silver Bullet for Coding Agent Rewards
🤗 Upvotes: 38 | cs.AI, cs.CL Authors: Binghai Wang, Chenlong Zhang, Dayiheng Liu, Jiajun Zhang, Jiawei Chen, Mouxiang Chen, Rongyao Fang, Siyuan Zhang, Xuwu Wang, Yuheng Jing, Zeyao Ma, Zeyu Cui ...
ViQ: Text-Aligned Visual Quantized Representations at Any Resolution
🤗 Upvotes: 37 | cs.CV Authors: Xumin Yu, Zuyan Liu, Zhenyu Yang, Yuhao Dong, Shengsheng Qian, Jiwen Lu, Han Hu, Yongming Rao Title: ViQ: Text-Aligned Visual Quantized Repre...
JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting
🤗 Upvotes: 30 | cs.CL Authors: Lanxiang Hu, Zhaoxiang Feng, Yulun Wu, Haoran Yuan, Yujie Zhao, Yu-Yang Qian, Bojun Wang, Peng Zhao, Daxin Jiang, Yibo Zhu, Tajana Rosing, Hao Zhang Titl...
GUI vs. CLI: Execution Bottlenecks in Screen-Only and Skill-Mediated Computer-Use Agents
🤗 Upvotes: 26 | cs.AI Authors: Xiao Zhou, Siyue Zhang, Yilun Zhao, Jinbiao Wei, Tingyu Song, Arman Cohan, Chen Zhao Title: GUI vs. CLI: Execution Bottlenecks in Screen-Only...