Daily Paper Cast

🤗 Upvotes: 23 | cs.RO Authors: Yi Pan, Miao Pan, Qi Lu, Jiaming Huang, Man Zhang, Siteng Huang, Xin Li, Jie Zhang, Yongliang Shen, Xuhong Zhang, Wenqi Zhang Title: VLA-Corrector: Lightweight Detect-and-Correct Inference for Adaptive Action Horizon Arxiv: http://arxiv.org/abs/2607.01804v1 Abstract: Vision-Language-Action (VLA) foundation models have recently achieved strong progress in embodied in...

🤗 Upvotes: 21 | cs.CV, cs.CL, cs.LG Authors: Matteo Farina, Vishaal Udandarao, Thao Nguyen, Selim Kuzucu, Maximilian Böther, Andreas Hochlehnert, Adhiraj Ghosh, Marianna Nezhurina, Karsten Roth, Joschka Struber, Yuhui Zhang, Sebastian Dziadzio, Elaine Sui, Soumya Jahagirdar, Dhruba Ghosh, Hasan Hammoud, Thomas De Min, Simone Caldarella, Jehanzeb Mirza, Sedrick Keh, Mehdi Cherti, Hilde Kuehne, Ber...

🤗 Upvotes: 58 | cs.LG, cs.AI, cs.CL Authors: Wentao Zhang, Liliana Hotsko, Woojeong Kim, Pengyu Nie, Stuart Shieber, Yuntian Deng Title: Program-as-Weights: A Programming Paradigm for Fuzzy Functions Arxiv: http://arxiv.org/abs/2607.02512v1 Abstract: Many everyday programming tasks resist clean rule-based implementation, such as alerting on important log lines, repairing malformed JSON, or rankin...

🤗 Upvotes: 41 | cs.AI, cs.CL Authors: Xiangchen Cheng, Yunwei Jiang, Jianwen Sun, Zizhen Li, Chuanhao Li, Xiangcheng Cao, Yihao Liu, Fanrui Zhang, Li Jin, Kaipeng Zhang Title: AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents Arxiv: http://arxiv.org/abs/2607.02255v1 Abstract: Memory for a long-horizon LLM agent is a contract about what each future decision is allowed to see. The si...

🤗 Upvotes: 40 | cs.AI, cs.CL Authors: Zhilin Wang, Han Song, Runzhe Zhan, Jusen Du, Jiacheng Chen, Tianle Li, Qingyu Yin, Yulun Wu, Zhennan Shen, Tong Zhu, Yanshu Li, Guanjie Chen, Derek F. Wong, Yafu Li, Yu Cheng, Yang Yang Title: EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments Arxiv: http://arxiv.org/abs/2607.02440v1 Abstract: Autonomous agents are increasingly...

🤗 Upvotes: 32 | cs.CL Authors: Disen Lan, Jianbin Zheng, Yuxi Ren, Xin Xia, Xuanda Wang, Xuefeng Xiao, Xipeng Qiu, Yu Cheng Title: Morphing into Hybrid Attention Models Arxiv: http://arxiv.org/abs/2606.30562v1 Abstract: Hybrid attention models improve long-context efficiency by retaining only a subset of full-attention layers and replacing the remaining layers with linear attention. However, the...

🤗 Upvotes: 23 | cs.DB, cs.AI, cs.CL, cs.LG Authors: Zhaoyan Sun, Shan Zhong, Daizhou Wen, Jiaxing Han, Guoliang Li, Ying Yan, Peng Zhang, Yu Su, Xiang Qi, Baolin Sun, Chengyuan Yang, Tao Fang, Huaiyu Ruan Title: AgenticDataBench: A Comprehensive Benchmark for Data Agents Arxiv: http://arxiv.org/abs/2607.01647v1 Abstract: Data science aims to derive actionable insights from heterogeneous raw data,...

🤗 Upvotes: 22 | cs.CV Authors: Xingyu Zheng, Xianglong Liu, Yifu Ding, Weilun Feng, Junqing Lin, Jinyang Guo, Haotong Qin Title: Multi-Resolution Flow Matching: Training-Free Diffusion Acceleration via Staged Sampling Arxiv: http://arxiv.org/abs/2607.01642v1 Abstract: Hardware-agnostic strategies for accelerating text-to-image diffusion, such as timestep distillation and feature caching, can redu...

🤗 Upvotes: 35 | cs.CV Authors: Yana Wei, Hongbo Peng, Yanlin Lai, Liang Zhao, Kangheng Lin, En Yu, Keyu Lv, Han Zhou, Yin Tang, Haodong Li, Mitt Huang, Hangyu Guo, Jianjian Sun, Zheng Ge, Xiangyu Zhang, Daxin Jiang, Vishal M. Patel Title: PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception Arxiv: http://arxiv.org/abs/2606.28322v2 Abstract: We introduce PerceptionRubrics, a ru...

🤗 Upvotes: 185 | cs.CV Authors: Yihao Wang, Yuheng Ji, Mingyu Cao, Yanqing Shen, Runze Xiao, Huaihai Lyu, Senwei Xie, Euan Liu, Klara Tian, Tianfeng Long, Yichi Zhang, Zhengliang Cai, Ruike Chen, Jifan Zhao, Ruochuan Shi, Zihan Tang, Jing Lyu, Wenxing Tan, Ningbo Zhang, Yangtao Hu, Yuming Gao, Xiansheng Chen, Junkai Zhao, Congsheng Xu, Boan Zhu, Ziqi Wang, Yupu Feng, Qiongqiong Zhang, Yingli Zhao...

🤗 Upvotes: 90 | cs.SE, cs.AI Authors: Wenhao Zeng, Yuling Shi, Xiaodong Gu, Chao Hu, Chaofan Wang, Yuhao Cui, Hongting Zhou, Mengnan Qi, Jianqiao Wangni, Zhaojian Yu, Shuzheng Gao, Kai Cai, Shilin He Title: Dockerless: Environment-Free Program Verifier for Coding Agents Arxiv: http://arxiv.org/abs/2606.28436v1 Abstract: Program verifiers play a central role in training coding agents, including se...

🤗 Upvotes: 80 | cs.AI Authors: Xinlei Yu, Gen Li, Qingyi Si, Guibin Zhang, Yuqi Xu, Congcong Wang, Shuai Dong, Kaiwen Tuo, Xiangyu Zeng, Kaituo Feng, Qunzhong Wang, Yang Shi, Xiaobin Hu, Xiangyu Yue, Jiaqi Wang, Shuicheng Yan Title: DOPD: Dual On-policy Distillation Arxiv: http://arxiv.org/abs/2606.30626v1 Abstract: On-policy distillation (OPD) offers superior capacity transfer by supervising stu...

🤗 Upvotes: 41 | cs.LG, cs.RO Authors: Nikita Kachaev, Andrey Moskalenko, Matvey Skripkin, Nikita Kurlaev, Daria Pugacheva, Albina Burlova, Mikhail Kolosov, Denis Shepelev, Andrey Kuznetsov, Elena Tutubalina, Aleksandr I. Panov, Alexey K. Kovalev, Vlad Shakhuro Title: Does VLA Even Know the Basics? Measuring Commonsense and World Knowledge Retention in Vision-Language-Action Models Arxiv: http://a...

🤗 Upvotes: 36 | cs.CV, cs.GR Authors: Mijin Yoo, In Cho, Subin Jeon, Jiwoo Lee, Eunbyung Park, Seon Joo Kim Title: Scenes as Objects, Not Primitives: Instance-Structured 3D Tokenization from Unposed Views Arxiv: http://arxiv.org/abs/2606.29513v1 Abstract: A 3D scene is understood through its objects, not the primitives that compose them. Yet feed-forward reconstruction methods output dense, unstr...

🤗 Upvotes: 28 | cs.CV Authors: Bin Lin, Zheyuan Liu, Chenguo Lin, Sixiang Chen, Yunyang Ge, Yunlong Lin, Jianwei Zhang, Miles Yang, Zhao Zhong, Liefeng Bo, Li Yuan Title: GEAR: Guided End-to-End AutoRegression for Image Synthesis Arxiv: http://arxiv.org/abs/2606.32039v1 Abstract: Visual generative models are typically trained in two stages. A tokenizer is first trained for reconstruction and then...

🤗 Upvotes: 23 | cs.LG, cs.CL Authors: Yijie Jin, Jiajun Xu, Yuxuan Liu, Chenkai Xu, Yi Tu, Jiajun Li, Dandan Tu, Xiaohui Yan, Kai Yu, Pengfei Liu, Zhijie Deng Title: Multi-Block Diffusion Language Models Arxiv: http://arxiv.org/abs/2606.29215v2 Abstract: Block Diffusion Language Models (BD-LMs) improve diffusion-based text generation with KV caching and flexible-length generation. A natural next...

🤗 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: http://arxiv.org/abs/2606.28733v1 Abstract: LLM agents are expected to act over multiple turns, using search, browsing interfaces, and terminal tools to complete user goals. Yet not every goal is well specified or achievable in the available environment...

🤗 Upvotes: 72 | cs.CV Authors: Xinyu Wang, Chongbo Zhao, Fangneng Zhan, Yue Ma Title: LiveEdit: Towards Real-Time Diffusion-Based Streaming Video Editing Arxiv: http://arxiv.org/abs/2606.26740v1 Abstract: Streaming video editing has made rapid progress, yet practical deployment is still limited by two core issues: maintaining stable backgrounds and non-edited regions over time, and achieving the...

🤗 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, Yichen Jiang, Hao Li, Xin Li, Dahua Lin, Weihao Lin, Fenghua Ling, Dongrui Liu, Zhuo Liu, Runmin Ma, Chunjiang Mu, Haoyang Peng, Tianshuo Peng, Jinxin Shi, Luohe Shi, Boyuan Sun, Zelin Tan, Shengji Tang,...

🤗 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: TUA-Bench: A Benchmark for General-Purpose Terminal-Use Agents Arxiv: http://arxiv.org/abs/2606.28480v1 Abstract: As large language models and harness frameworks continue to advance, agents operating in terminals are increasin...

🤗 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 Hutter Title: Beyond IID: How General Are Tabular Foundation Models, Really? Arxiv: http://arxiv.org/abs/2606.30410v1 Abstract: Foundation models for predictive machine learning on tabular data have recently...

🤗 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 of Visual World Modeling Evaluation Arxiv: http://arxiv.org/abs/2606.24256v1 Abstract: Physical interactions follow a long-tailed distribution: a set of common and regular interactions dominates human experience and visual dat...

🤗 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 Title: AsyncOPD: How Stale Can On-Policy Distillation Be? Arxiv: http://arxiv.org/abs/2606.24143v1 Abstract: On-policy distillation (OPD) trains a student on its own rollouts guided by teacher feedback and...

🤗 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 Diagnostic Benchmark for Video Temporal-Logical Reasoning Arxiv: http://arxiv.org/abs/2606.27828v1 Abstract: Recent interest in multimodal large language models (MLLMs) raises a central question: can they reason over dynamic visual evid...

🤗 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 Keyframe Extraction Arxiv: http://arxiv.org/abs/2606.29445v1 Abstract: Video understanding is a fundamental capability for multimodal intelligence, and recent Multimodal Large Language Models (MLLMs) have achieved remarkable perf...