Daily Paper Cast

🤗 Upvotes: 32 | cs. CL, cs. AI Authors: Gemma Team, Sherif El Abd, Vaibhav Aggarwal, Robin Algayres, Alek Andreev, Olivier Bachem, Ian Ballantyne, Cormac Brick, Victor Cărbune, Michelle Casbon, Mayank Chaturvedi, Victor Cotruta, Alice Coucke, Phil Culliton, Robert Dadashi, Lucas Dixon, Mohamed Elhawaty, Utku Evci, Clément Farabet, Johan Ferret, Filippo Galgani, Sertan Girgin, Jean-Bastien Grill,...

🤗 Upvotes: 66 | cs. LG, cs. AI Authors: Siyuan Li, Jiabao Pan, Yumou Liu, Zhuoli Ouyang, Xin Jin, Xinglong Xu, Jingxuan Wei, Shengye Pang, Jintao Che, Xuanhe Zhou, Conghui He, Cheng Tan Title: OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers Arxiv: http://arxiv.org/abs/2607.04033v1 Abstract: Optimizer selection for large-scale model training has become a system-level design deci...

🤗 Upvotes: 63 | cs. CL, cs. AI, cs. CV, cs. LG, cs. MM Authors: Niu Lian, Alan Chen, Zhehao Yu, Chengzhen Duan, Fazhan Liu, Hui Liu, Pei Fu, Jian Luan, Yaowei Wang, Shu-Tao Xia, Jinpeng Wang Title: UI-MOPD: Multi-Platform On-Policy Distillation for Continual GUI Agent Learning Arxiv: http://arxiv.org/abs/2607.04425v1 Abstract: Recent advances in multimodal foundation models and agent systems have...

🤗 Upvotes: 49 | cs. CV, cs. AI, cs. HC, cs. MA, cs. MM Authors: Lingao Xiao, Yalun Dai, Yangyu Huang, Qihao Zhao, Wenshan Wu, Hugo He, Ruishuo Chen, Jin Jiang, Qianli Ma, Jiahuan Zhang, Xin Zhang, Ying Xin, Yang Ou, Yan Xia, Scarlett Li, Longbo Huang, Zhipeng Zhang, Yang He, Yap Kim Hui, Yan Lu Title: ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog Ar...

🤗 Upvotes: 48 | cs. CV Authors: Sensen Gao, Zhaoqing Wang, Qihang Cao, Dongdong Yu, Changhu Wang, Jia-Wang Bian Title: PixWorld: Unifying 3D Scene Generation and Reconstruction in Pixel Space Arxiv: http://arxiv.org/abs/2607.05373v1 Abstract: 3D reconstruction and generation are commonly tackled by separate paradigms: pixel-based regression for reconstruction, and latent diffusion for generation....

🤗 Upvotes: 41 | cs. AI Authors: Qihao Zhao, Yangyu Huang, Yalun Dai, Lingao Xiao, Jianjun Gao, Xin Zhang, Wenshan Wu, Scarlett Li, Yang He, Yan Lu, Yap Kim Hui Title: ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Arxiv: http://arxiv.org/abs/2607.04439v1 Abstract: Large language models have made research ideation increasingly accessible, yet ef...

🤗 Upvotes: 33 | cs. LG Authors: Matan Avitan, Yoav Goldberg, Yanai Elazar Title: MANCE: Manifold Aware Concept Erasure Arxiv: http://arxiv.org/abs/2607.03973v1 Abstract: Concept erasure aims to remove a target concept from a representation while preserving the other information encoded in it. This is difficult because representations encode many concepts that are often correlated with the erasure...

🤗 Upvotes: 32 | cs. RO Authors: GigaWorld Team, Angyuan Ma, Boyuan Wang, Bohan Li, Chaojun Ni, Guo Li, Guan Huang, Guosheng Zhao, Hao Li, Hengtao Li, Jingyu Liu, Jiwen Lu, Qiuping Deng, Tingdong Yu, Xuancheng Xu, Xinyu Zhou, Xiuwei Xu, Xinze Chen, Xiaofeng Wang, Xiaoyu Tian, Yang Wang, Yifan Chang, Yukun Zhou, Yun Ye, Zhenyu Wu, Zhanqian Wu, Zheng Zhu Title: GigaWorld-1: A Roadmap to Build World...

🤗 Upvotes: 26 | cs. CV, cs. AI, cs. GR, cs. LG Authors: Lianghua Huang, Zhi-Fan Wu, Yupeng Shi, Wei Wang, Mengyang Feng, Junjie He, Chen-Wei Xie, Yu Liu, Jingren Zhou, Ang Wang, Bang Zhang, Baole Ai, Chen Liang, Cheng Yu, Chongyang Zhong, Jinwei Qi, Kai Zhu, Pandeng Li, Peng Zhang, Wenyuan Zhang, Xinhua Cheng, Yitong Huang, Yun Zheng, Yuxiang Bao, Yuzheng Wang, Zoubin Bi Title: Wan-Streamer v0.2:...

🤗 Upvotes: 23 | cs. RO, cs. CV Authors: Heqing Yang, Yang Yi, Liyao Wang, Linqing Zhong, Donglin Yang, Ruipu Wu, Zitong Bai, Fengjiao Chen, Manyuan Zhang, Linjiang Huang, Si Liu Title: EVA-Client: A Unified Data Collection, Inference, and Deployment Framework for Embodied Policies on Real Robots Arxiv: http://arxiv.org/abs/2607.02646v1 Abstract: We present EVA-Client, an open-source framework for...

🤗 Upvotes: 144 | cs. LG Authors: Jing Liang, Hongyao Tang, Yi Ma, Yancheng He, Weixun Wang, Xiaoyang Li, Ju Huang, Wenbo Su, Jinyi Liu, Yan Zheng, Jianye Hao, Bo Zheng Title: The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning Arxiv: http://arxiv.org/abs/2606.29526v1 Abstract: Reinforcement learning (RL) has gained growing...

🤗 Upvotes: 41 | cs. RO, cs. CV, cs. OS Authors: Ling Xu, Chuyu Han, Borui Li, Hao Wu, Shiqi Jiang, Ting Cao, Chuanyou Li, Sheng Zhong, Shuai Wang Title: Embodied.cpp: A Portable Inference Runtime of Embodied AI Models on Heterogeneous Robots Arxiv: http://arxiv.org/abs/2607.02501v2 Abstract: Embodied AI models now span vision-language-action (VLA) models and world-action models (WAMs), but practi...

🤗 Upvotes: 28 | cs. CV, cs. AI, cs. LG Authors: Donghyun Lee, Jitesh Chavan, Duy Nguyen, Sam Huang, Liming Jiang, Priyadarshini Panda, Timo Mertens, Saurabh Shukla Title: OrbitQuant: Data-Agnostic Quantization for Image and Video Diffusion Transformers Arxiv: http://arxiv.org/abs/2607.02461v1 Abstract: Diffusion transformers (DiTs) achieve state-of-the-art image and video generation, but their mu...

🤗 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 i...

🤗 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,...

🤗 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 ran...

🤗 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...

🤗 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 increasingl...

🤗 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 d...

🤗 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 red...

🤗 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 r...

🤗 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 Zha...

🤗 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...

🤗 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 st...