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End-to-end planning methods are the de facto standard of the current autonomous driving system, while the robustness of the data-driven approaches suffers due to the notorious long-tail problem (i.e., rare but safety-critical failure…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Enhui Ma , Lijun Zhou , Tao Tang , Jiahuan Zhang , Junpeng Jiang , Zhan Zhang , Dong Han , Kun Zhan , Xueyang Zhang , XianPeng Lang , Haiyang Sun , Xia Zhou , Di Lin , Kaicheng Yu

Large Language Model (LLM) agents have demonstrated remarkable capabilities in organizing and executing complex tasks, and many such agents are now widely used in various application scenarios. However, developing these agents requires…

Artificial Intelligence · Computer Science 2025-10-01 Chenglin Yu , Yang Yu , Songmiao Wang , Yucheng Wang , Yifan Yang , Jinjia Li , Ming Li , Hongxia Yang

Trends on short-video platforms evolve at a rapid pace, with new content issues emerging every day that fall outside the coverage of existing annotation policies. However, traditional human-driven discovery of emerging issues is too slow,…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Chenghui Yu , Hongwei Wang , Junwen Chen , Zixuan Wang , Bingfeng Deng , Zhuolin Hao , Hongyu Xiong , Yang Song

In this paper, we argue that database systems be augmented with an automated data exploration service that methodically steers users through the data in a meaningful way. Such an automated system is crucial for deriving insights from…

Databases · Computer Science 2015-11-02 Kyriaki Dimitriadou , Olga Papaemmanouil , Yanlei Diao

Digital storytelling, essential in entertainment, education, and marketing, faces challenges in production scalability and flexibility. The StoryAgent framework, introduced in this paper, utilizes Large Language Models and generative tools…

Computation and Language · Computer Science 2024-06-24 Samuel S. Sohn , Danrui Li , Sen Zhang , Che-Jui Chang , Mubbasir Kapadia

System Instructions (SIs), or system prompts, are pivotal for guiding Large Language Models (LLMs) but manual crafting is resource-intensive and often suboptimal. Existing automated methods frequently generate non-human-readable "soft…

Artificial Intelligence · Computer Science 2025-07-08 Jeshwanth Challagundla

Large language model (LLM)-based agents have demonstrated remarkable capabilities in addressing complex tasks, thereby enabling more advanced information retrieval and supporting deeper, more sophisticated human information-seeking…

Artificial Intelligence · Computer Science 2025-11-11 Yuyang Zhao , Wentao Shi , Fuli Feng , Xiangnan He

A data story typically integrates data facts from multiple perspectives and stances to construct a comprehensive and objective narrative. However, retrieving these facts demands time for data search and challenges the creator's analytical…

Human-Computer Interaction · Computer Science 2025-04-25 Chuer Chen , Yuqi Liu , Danqing Shi , Shixiong Cao , Nan Cao

Large vision-language models have endowed GUI agents with strong general capabilities for interface understanding and interaction. However, due to insufficient exposure to domain-specific software operation data during training, these…

Artificial Intelligence · Computer Science 2026-04-01 Rui Xie , Zhi Gao , Chenrui Shi , Zirui Shang , Lu Chen , Qing Li

People without a database background usually rely on file systems or tools such as Excel for data management, which often lead to redundancy and data inconsistency. Relational databases possess strong data management capabilities, but…

Recent progress in GUI agents has substantially improved visual grounding, yet robust planning remains challenging, particularly when the environment deviates from a canonical initial state. In real applications, users often invoke…

Artificial Intelligence · Computer Science 2026-05-26 Henry Hengyuan Zhao , Kaiming Yang , Wendi Yu , Difei Gao , Mike Zheng Shou

Text-to-3D scene generation from natural language is highly desirable for digital content creation. However, existing methods are largely domain-restricted or reliant on predefined spatial relationships, limiting their capacity for…

Computer Vision and Pattern Recognition · Computer Science 2026-03-13 Jun Luo , Jiaxiang Tang , Ruijie Lu , Gang Zeng

Chat-based natural language interfaces have emerged as the dominant paradigm for human-agent interaction, yet they fundamentally constrain engagement with structured information and complex tasks. We identify three inherent limitations: the…

Human-Computer Interaction · Computer Science 2026-03-26 Mulong Xie , Yang Xie

Speech synthesis is crucial for human-computer interaction, enabling natural and intuitive communication. However, existing datasets involve high construction costs due to manual annotation and suffer from limited character diversity,…

Computation and Language · Computer Science 2025-04-22 Xiang Li , Duyi Pan , Hongru Xiao , Jiale Han , Jing Tang , Jiabao Ma , Wei Wang , Bo Cheng

Manual slide creation is labor-intensive and requires expert prior knowledge. Existing natural language-based LLM generation methods struggle to capture the visual and structural nuances of slide designs. To address this, we formalize the…

Computer Vision and Pattern Recognition · Computer Science 2025-06-10 Wenxin Tang , Jingyu Xiao , Wenxuan Jiang , Xi Xiao , Yuhang Wang , Xuxin Tang , Qing Li , Yuehe Ma , Junliang Liu , Shisong Tang , Michael R. Lyu

Recent advances in large language models (LLMs) offer promising potential for automating formal methods. However, applying them to formal verification remains challenging due to the complexity of specification languages, the risk of…

Software Engineering · Computer Science 2025-09-30 Xinyue Zuo , Yifan Zhang , Hongshu Wang , Yufan Cai , Zhe Hou , Jing Sun , Jin Song Dong

As global tourism expands and artificial intelligence technology advances, intelligent travel planning services have emerged as a significant research focus. Within dynamic real-world travel scenarios with multi-dimensional constraints,…

Artificial Intelligence · Computer Science 2024-09-13 Aili Chen , Xuyang Ge , Ziquan Fu , Yanghua Xiao , Jiangjie Chen

Educators frequently rely on diagrams to explain complex concepts during lectures, yet creating clear and complete visual representations in real time while simultaneously speaking can be cognitively demanding. Incomplete or unclear…

Human-Computer Interaction · Computer Science 2025-12-03 Suveen Ellawela , Sashenka Gamage , Dinithi Dissanayake

Analyzing whole-slide images (WSIs) requires an iterative, evidence-driven reasoning process that parallels how pathologists dynamically zoom, refocus, and self-correct while collecting the evidence. However, existing computational…

Computer Vision and Pattern Recognition · Computer Science 2025-11-24 Jingyun Chen , Linghan Cai , Zhikang Wang , Yi Huang , Songhan Jiang , Shenjin Huang , Hongpeng Wang , Yongbing Zhang

Systematic literature reviews and meta-analyses are essential for synthesizing research insights, but they remain time-intensive and labor-intensive due to the iterative processes of screening, evaluation, and data extraction. This paper…

Computation and Language · Computer Science 2025-10-09 Pouria Rouzrokh , Bardia Khosravi , Parsa Rouzrokh , Moein Shariatnia