Computation and Language

Authors and titles for October 2025

[2651] arXiv:2510.26935 (cross-list from cs.RO) [cn-pdf, pdf, html, other]

Title: RepV: Safety-Separable Latent Spaces for Scalable Neurosymbolic Plan Verification Show Chinese title

Title: RepV：可安全分离的潜在空间用于可扩展的神经符号计划验证

Yunhao Yang, Neel P. Bhatt, Pranay Samineni, Rohan Siva, Zhanyang Wang, Ufuk Topcu

Comments: Code and data are available at: https://repv-project.github.io/

Subjects: Robotics (cs.RO) ; Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL) ; Formal Languages and Automata Theory (cs.FL)

[2652] arXiv:2510.26978 (cross-list from cs.CV) [cn-pdf, pdf, html, other]

Title: Semantic Frame Aggregation-based Transformer for Live Video Comment Generation Show Chinese title

Title: 基于语义框架聚合的Transformer用于实时视频评论生成

Anam Fatima, Yi Yu, Janak Kapuriya, Julien Lalanne, Jainendra Shukla

Subjects: Computer Vision and Pattern Recognition (cs.CV) ; Computation and Language (cs.CL)

[2653] arXiv:2510.27063 (cross-list from cs.LG) [cn-pdf, pdf, html, other]

Title: Towards a Measure of Algorithm Similarity Show Chinese title

Title: 面向算法相似性的度量

Shairoz Sohail, Taher Ali

Comments: 11 pages, many figures and images

Subjects: Machine Learning (cs.LG) ; Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL) ; Information Theory (cs.IT) ; Software Engineering (cs.SE)

[2654] arXiv:2510.27176 (cross-list from cs.AI) [cn-pdf, pdf, other]

Title: Glia: A Human-Inspired AI for Automated Systems Design and Optimization Show Chinese title

Title: 胶质细胞：一种受人类启发的用于自动系统设计和优化的人工智能

Pouya Hamadanian, Pantea Karimi, Arash Nasr-Esfahany, Kimia Noorbakhsh, Joseph Chandler, Ali ParandehGheibi, Mohammad Alizadeh, Hari Balakrishnan

Subjects: Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL) ; Distributed, Parallel, and Cluster Computing (cs.DC)

[2655] arXiv:2510.27195 (cross-list from cs.CV) [cn-pdf, pdf, html, other]

Title: Can MLLMs Read the Room? A Multimodal Benchmark for Verifying Truthfulness in Multi-Party Social Interactions Show Chinese title

Title: 可以使用多模态大语言模型理解情境吗？ 多模态基准用于验证多方社交互动中的真实性

Caixin Kang, Yifei Huang, Liangyang Ouyang, Mingfang Zhang, Yoichi Sato

Comments: ICCV2025 Workshop

Subjects: Computer Vision and Pattern Recognition (cs.CV) ; Computation and Language (cs.CL) ; Social and Information Networks (cs.SI)

[2656] arXiv:2510.27238 (cross-list from cs.DB) [cn-pdf, pdf, html, other]

Title: DRAMA: Unifying Data Retrieval and Analysis for Open-Domain Analytic Queries Show Chinese title

Title: DRAMA：开放域分析查询的数据检索与分析统一方法

Chuxuan Hu, Maxwell Yang, James Weiland, Yeji Lim, Suhas Palawala, Daniel Kang

Comments: Accepted to SIGMOD 2026

Subjects: Databases (cs.DB) ; Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL) ; Information Retrieval (cs.IR)

[2657] arXiv:2510.27258 (cross-list from cs.LG) [cn-pdf, pdf, html, other]

Title: Higher-order Linear Attention Show Chinese title

Title: 高阶线性注意力

Yifan Zhang, Zhen Qin, Quanquan Gu

Comments: Project Page: https://github.com/yifanzhang-pro/HLA

Subjects: Machine Learning (cs.LG) ; Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL)

[2658] arXiv:2510.27313 (cross-list from cs.LG) [cn-pdf, pdf, html, other]

Title: Un-Attributability: Computing Novelty From Retrieval & Semantic Similarity Show Chinese title

Title: 不可归属性：从检索和语义相似性计算新颖性

Philipp Davydov, Ameya Prabhu, Matthias Bethge, Elisa Nguyen, Seong Joon Oh

Subjects: Machine Learning (cs.LG) ; Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL)

[2659] arXiv:2510.27378 (cross-list from cs.LG) [cn-pdf, pdf, other]

Title: Measuring Chain-of-Thought Monitorability Through Faithfulness and Verbosity Show Chinese title

Title: 通过忠实性和冗长度测量思维链可监控性

Austin Meek, Eitan Sprejer, Iv√°n Arcuschin, Austin J. Brockmeier, Steven Basart

Comments: Project page at https://ajmeek.github.io/cot_monitorability_website/

Subjects: Machine Learning (cs.LG) ; Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL)

[2660] arXiv:2510.27413 (cross-list from cs.LG) [cn-pdf, pdf, html, other]

Title: Atlas-Alignment: Making Interpretability Transferable Across Language Models Show Chinese title

Title: Atlas-Alignment：使可解释性在语言模型之间可迁移

Bruno Puri, Jim Berend, Sebastian Lapuschkin, Wojciech Samek

Subjects: Machine Learning (cs.LG) ; Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL)

[2661] arXiv:2510.27419 (cross-list from cs.AI) [cn-pdf, pdf, html, other]

Title: DeepCompress: A Dual Reward Strategy for Dynamically Exploring and Compressing Reasoning Chains Show Chinese title

Title: DeepCompress：一种动态探索和压缩推理链的双重奖励策略

Tian Liang, Wenxiang Jiao, Zhiwei He, Jiahao Xu, Haitao Mi, Dong Yu

Comments: Work in progress

Subjects: Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL)

[2662] arXiv:2510.27484 (cross-list from cs.LG) [cn-pdf, pdf, html, other]

Title: Thought Branches: Interpreting LLM Reasoning Requires Resampling Show Chinese title

Title: 思维分支：解释LLM推理需要重采样

Uzay Macar, Paul C. Bogdan, Senthooran Rajamanoharan, Neel Nanda

Comments: Uzay Macar and Paul C. Bogdan contributed equally to this work, and their listed order was determined by coinflip

Subjects: Machine Learning (cs.LG) ; Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL)

[2663] arXiv:2510.27568 (cross-list from cs.AI) [cn-pdf, pdf, html, other]

Title: SIGMA: Search-Augmented On-Demand Knowledge Integration for Agentic Mathematical Reasoning Show Chinese title

Title: SIGMA：用于代理数学推理的搜索增强按需知识集成

Ali Asgarov, Umid Suleymanov, Aadyant Khatri

Comments: Short Paper - Under Review

Subjects: Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL)

[2664] arXiv:2510.27571 (cross-list from cs.CV) [cn-pdf, pdf, html, other]

Title: Towards Universal Video Retrieval: Generalizing Video Embedding via Synthesized Multimodal Pyramid Curriculum Show Chinese title

Title: 面向通用视频检索：通过合成多模态金字塔课程泛化视频嵌入

Zhuoning Guo, Mingxin Li, Yanzhao Zhang, Dingkun Long, Pengjun Xie, Xiaowen Chu

Subjects: Computer Vision and Pattern Recognition (cs.CV) ; Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL) ; Information Retrieval (cs.IR) ; Machine Learning (cs.LG)

[2665] arXiv:2510.27623 (cross-list from cs.AI) [cn-pdf, pdf, html, other]

Title: Visual Backdoor Attacks on MLLM Embodied Decision Making via Contrastive Trigger Learning Show Chinese title

Title: 通过对比触发学习对嵌入决策的多模态大语言模型进行视觉后门攻击

Qiusi Zhan, Hyeonjeong Ha, Rui Yang, Sirui Xu, Hanyang Chen, Liang-Yan Gui, Yu-Xiong Wang, Huan Zhang, Heng Ji, Daniel Kang

Subjects: Artificial Intelligence (cs.AI) ; Computation and Language (cs.CL) ; Computer Vision and Pattern Recognition (cs.CV)