Daily Paper Cast

🤗 Upvotes: 28 | eess. AS, cs. MM, cs. SD Authors: Ke Lei, Yu Zhang, Changhao Pan, Xueyi Pu, Wenxiang Guo, Ruiqi Li, Zhou Zhao Title: Towards Streaming Synchronized Spatial Audio Generation via Autoregressive Diffusion Transformer Arxiv: http://arxiv.org/abs/2605.30940v1 Abstract: Real-time and accurate spatial audio generation is pivotal for delivering an immersive experience. However, existing s...

🤗 Upvotes: 164 | cs. CL, cs. AI, cs. LG Authors: Hanyu Guo, Jiedong Yang, Chao Chen, Longfei Xu, Kaikui Liu, Xiangxiang Chu Title: TransitLM: A Large-Scale Dataset and Benchmark for Map-Free Transit Route Generation Arxiv: http://arxiv.org/abs/2605.22355v1 Abstract: Public transit route planning traditionally depends on structured map infrastructure and complex routing engines, and no existing da...

🤗 Upvotes: 152 | cs. AI, cs. CV, cs. CY Authors: Caixin Kang, Tianyu Yan, Sitong Gong, Mingfang Zhang, Liangyang Ouyang, Ruicong Liu, Bo Zheng, Huchuan Lu, Kaipeng Zhang, Yoichi Sato, Yifei Huang Title: Perception or Prejudice: Can MLLMs Go Beyond First Impressions of Personality? Arxiv: http://arxiv.org/abs/2605.22109v1 Abstract: Multimodal Large Language Models (MLLMs) are increasingly deployed...

🤗 Upvotes: 124 | cs. LG, cs. CL Authors: Kaiyi Zhang, Wei Wu, Yankai Lin Title: DelTA: Discriminative Token Credit Assignment for Reinforcement Learning from Verifiable Rewards Arxiv: http://arxiv.org/abs/2605.21467v1 Abstract: Reinforcement learning from verifiable rewards (RLVR) has emerged as a central technique for improving the reasoning capabilities of large language models. Despite its eff...

🤗 Upvotes: 86 | cs. AI Authors: Haoran Zhang, Luxin Xu, Zhilin Wang, Runquan Gui, Shunkai Zhang, Haodi Lei, Zihao He, Bingsu He, Chicheng Qin, Tong Zhu, Xiaoye Qu, Yang Yang, Yu Cheng, Yafu Li Title: $π$-Bench: Evaluating Proactive Personal Assistant Agents in Long-Horizon Workflows Arxiv: http://arxiv.org/abs/2605.14678v3 Abstract: The rise of personal assistant agents, e.g., OpenClaw, highlight...

🤗 Upvotes: 79 | cs. CL, cs. AI Authors: Yanke Zhou, Yiduo Li, Hanlin Tang, Maohua Li, Kan Liu, Lan Tao, Lin Qu, Yuan Yao, Xiaoxing Ma Title: Full Attention Strikes Back: Transferring Full Attention into Sparse within Hundred Training Steps Arxiv: http://arxiv.org/abs/2605.16928v1 Abstract: Long-context inference in large language models is bottlenecked by the quadratic cost of full attention. Exi...

🤗 Upvotes: 53 | cs. CL, cs. AI Authors: Qisheng Su, Zhen Fang, Shiting Huang, Yu Zeng, Yiming Zhao, Kou Shi, Ziao Zhang, Lin Chen, Zehui Chen, Lijun Wu, Feng Zhao Title: ACC: Compiling Agent Trajectories for Long-Context Training Arxiv: http://arxiv.org/abs/2605.21850v1 Abstract: Recent development of agents has renewed demand for long-context reasoning capacity of LLMs. However, training LLMs fo...

🤗 Upvotes: 42 | cs. CV, cs. RO Authors: Ziang Cao, Yinghao Liu, Haitian Li, Runmao Yao, Fangzhou Hong, Zhaoxi Chen, Liang Pan, Ziwei Liu Title: PhysX-Omni: Unified Simulation-Ready Physical 3D Generation for Rigid, Deformable, and Articulated Objects Arxiv: http://arxiv.org/abs/2605.21572v1 Abstract: Simulation-ready physical 3D assets have emerged as a promising direction owing to their broad ap...

🤗 Upvotes: 35 | cs. CL, cs. CV Authors: Yifan Dai, Zhenhua Wu, Bohan Zeng, Daili Hua, Jialing Liu, Bozhou Li, Yuran Wang, Chengzhuo Tong, Hao Liang, Xiaochen Ma, Junbo Niu, Tianyu Guo, Yang Shi, Yue Ding, Yiyan Ji, Bingyin Mei, Yushuo Guan, Yuanxing Zhang, Pengfei Wan, Fangcheng Fu, Wentao Zhang Title: LatentOmni: Rethinking Omni-Modal Understanding via Unified Audio-Visual Latent Reasoning Arxiv...

🤗 Upvotes: 30 | cs. AI Authors: Banghao Chi, Yining Xie, Mingyuan Wu, Jingcheng Yang, Jize Jiang, Zhaoheng Li, Shengyi Qian, Minjia Zhang, Klara Nahrstedt, Rui Hou, Xiangjun Fan, Hanchao Yu Title: Spreadsheet-RL: Advancing Large Language Model Agents on Realistic Spreadsheet Tasks via Reinforcement Learning Arxiv: http://arxiv.org/abs/2605.22642v1 Abstract: Spreadsheet systems (e.g., Microsoft Ex...

🤗 Upvotes: 29 | cs. CV Authors: Jung Yi, Minjae Kim, Paul Hyunbin Cho, Wooseok Jang, Sangdoo Yun, Seungryong Kim Title: WorldKV: Efficient World Memory with World Retrieval and Compression Arxiv: http://arxiv.org/abs/2605.22718v1 Abstract: Autoregressive video diffusion models have enabled real-time, action-conditioned world generation. However, sustaining a persistent world, where revisiting a p...

🤗 Upvotes: 121 | cs. CL, cs. AI, cs. CV, cs. LG Authors: Weimin Xiong, Shuhao Gu, Bowen Ye, Zihao Yue, Lei Li, Feifan Song, Sujian Li, Hao Tian Title: Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining Arxiv: http://arxiv.org/abs/2605.14747v1 Abstract: Recent advances in multimodal large language models have driven growing interest in graphical user...

🤗 Upvotes: 115 | cs. SD, cs. AI, cs. CL, cs. MM, eess. AS Authors: Zhifei Xie, Kaiyu Pang, Haobin Zhang, Deheng Ye, Xiaobin Hu, Shuicheng Yan, Chunyan Miao Title: Mega-ASR: Towards In-the-wild^2 Speech Recognition via Scaling up Real-world Acoustic Simulation Arxiv: http://arxiv.org/abs/2605.19833v1 Abstract: Despite rapid advances in automatic speech recognition (ASR) and large audio-language mo...

🤗 Upvotes: 83 | cs. CV Authors: X. Feng, J. Zhu, M. Wu, C. Chen, F. Mao, H. Guo, J. Wu, X. Chu, K. Huang Title: Enhancing Train-Free Infinite-Frame Generation for Consistent Long Videos Arxiv: http://arxiv.org/abs/2605.18233v1 Abstract: Without incurring significant computational overhead, train-free long video generation aims to enable foundation video generation models to produce longer videos....

🤗 Upvotes: 43 | cs. CV Authors: Rongbin Tan, Fangfang Lin, Zhenlong Yuan, Min Qiu, Kejin Cui, Mengmeng Wang, Yi Wang, Zijian Song, Zhiyuan Wang, Jiyuan Wang, Yue Wang, Shuhan Song§, Huawei Cao Title: IndusAgent: Reinforcing Open-Vocabulary Industrial Anomaly Detection with Agentic Tools Arxiv: http://arxiv.org/abs/2605.20682v1 Abstract: Multimodal large language models (MLLMs) have shown remarkab...

🤗 Upvotes: 89 | cs. CV, cs. SD Authors: Xiaofei Wen, Wenjie Jacky Mo, Xingyu Fu, Rui Cai, Tinghui Zhu, Wendi Li, Yanan Xie, Muhao Chen, Peng Qi Title: When Vision Speaks for Sound Arxiv: http://arxiv.org/abs/2605.16403v1 Abstract: Despite rapid progress in video-capable MLLMs, we find that their apparent audio understanding in videos is often vision-driven: models rely on visual cues to infer or...

🤗 Upvotes: 85 | cs. LG, cs. AI, cs. CL Authors: Jeremías Figueiredo Paschmann, Juan Kaplan, Francisco Nattero, Santiago Barron, Juan Wisznia, Luciano del Corro Title: Active Learners as Efficient PRP Rerankers Arxiv: http://arxiv.org/abs/2605.14236v2 Abstract: Pairwise Ranking Prompting (PRP) elicits pairwise preference judgments from an LLM, which are then aggregated into a ranking, usually via...

🤗 Upvotes: 71 | cs. LG, cs. AI, cs. CL Authors: Guobin Shen, Xiang Cheng, Chenxiao Zhao, Lei Huang, Jindong Li, Dongcheng Zhao, Xing Yu Title: Anti-Self-Distillation for Reasoning RL via Pointwise Mutual Information Arxiv: http://arxiv.org/abs/2605.11609v1 Abstract: On-policy self-distillation, where a student is pulled toward a copy of itself conditioned on privileged context (e.g., a verified s...

🤗 Upvotes: 53 | cs. AI Authors: Jiaqi Liu, Shi Qiu, Mairui Li, Bingzhou Li, Haonian Ji, Siwei Han, Xinyu Ye, Peng Xia, Zihan Dong, Congyu Zhang, Letian Zhang, Guiming Chen, Haoqin Tu, Xinyu Yang, Lu Feng, Xujiang Zhao, Haifeng Chen, Jiawei Zhou, Xiao Wang, Weitong Zhang, Hongtu Zhu, Yun Li, Jieru Mei, Hongliang Fei, Jiaheng Zhang, Linjie Li, Linjun Zhang, Yuyin Zhou, Sheng Wang, Caiming Xiong, Ja...

🤗 Upvotes: 52 | cs. AI, cs. SE Authors: Jinbiao Wei, Qianran Ma, Yilun Zhao, Xiao Zhou, Kangqi Ni, Guo Gan, Arman Cohan Title: OpenComputer: Verifiable Software Worlds for Computer-Use Agents Arxiv: http://arxiv.org/abs/2605.19769v1 Abstract: We present OpenComputer, a verifier-grounded framework for constructing verifiable software worlds for computer-use agents. OpenComputer integrates four com...

🤗 Upvotes: 51 | cs. CL Authors: Minxuan Lv, Tiehua Mei, Tanlong Du, Junmin Chen, Zhenpeng Su, Ziyang Chen, Ziqi Wang, Zhennan Wu, Ruotong Pan, jian Liang, Ruiming Tang, Han Li Title: GoLongRL: Capability-Oriented Long Context Reinforcement Learning with Multitask Alignment Arxiv: http://arxiv.org/abs/2605.19577v1 Abstract: We present GoLongRL, a fully open-source, capability-oriented post-trainin...

🤗 Upvotes: 46 | cs. CL, cs. AI, cs. LG Authors: Jinyuan Li, Langlin Huang, Chengsong Huang, Shaoyang Xu, Donghong Cai, Yuyi Yang, Wenxuan Zhang, Jiaxin Huang Title: Process Rewards with Learned Reliability Arxiv: http://arxiv.org/abs/2605.15529v1 Abstract: Process Reward Models (PRMs) provide step-level feedback for reasoning, but current PRMs usually output only a single reward score for each st...

🤗 Upvotes: 41 | cs. CL, cs. LG Authors: Minrui Xu, Zilin Wang, Mengyi DENG, Zhiwei Li, Zhicheng Yang, Xiao Zhu, Yinhong Liu, Boyu Zhu, Baiyu Huang, Chao Chen, Heyuan Deng, Fei Mi, Lifeng Shang, Xingshan Zeng, Zhijiang Guo Title: EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL Arxiv: http://arxiv.org/abs/2605.18703v1 Abstract: Equipping LLMs with tool-use ca...

🤗 Upvotes: 31 | cs. CV Authors: Hongji Yang, Songlian Li, Yucheng Zhou, Xiaotong Zhao, Alan Zhao, Chengzhong Xu, Jianbing Shen Title: CogOmniControl: Reasoning-Driven Controllable Video Generation via Creative Intent Cognition Arxiv: http://arxiv.org/abs/2605.19995v1 Abstract: Recent diffusion models achieve strong photorealism and fluency in video generation, yet remain fragile under abstract, s...

🤗 Upvotes: 29 | cs. AI Authors: Hongjun Liu, Yifei Ming, Shafiq Joty, Chen Zhao Title: Harnessing LLM Agents with Skill Programs Arxiv: http://arxiv.org/abs/2605.17734v1 Abstract: Equipping LLM agents with reusable skills derived from past experience has become a popular and successful approach for tackling complex and long-horizon tasks. However, such lessons are often encoded as textual guidanc...