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This paper introduces the "Trilingual Triad" framework, a model that explains how students learn to design with generative artificial intelligence (AI) through the integration of Design, AI, and Domain Knowledge. As generative AI rapidly…

Artificial Intelligence · Computer Science 2026-03-06 Qian Huang , King Wang Poon

Terrain understanding is fundamental for mobile robots operating in unstructured outdoor environments. Existing vision-based traversability estimation methods rely on robot-specific annotations or semantic class mappings, limiting…

Large-scale artificial intelligence models are transforming industries and redefining human machine collaboration. However, continued scaling exposes critical limitations in hardware, including constraints on computation, bandwidth, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-21 Yuankai Fan , Qizhen Weng , Xuelong Li

Trinity-RFT is a general-purpose, unified and easy-to-use framework designed for reinforcement fine-tuning (RFT) of large language models. It is built with a modular and decoupled design, consisting of (1) an RFT-core that unifies and…

Cloud-based outsourced Location-based services have profound impacts on various aspects of people's lives but bring security concerns. Existing spatio-temporal data secure retrieval schemes have significant shortcomings regarding dynamic…

Cryptography and Security · Computer Science 2025-02-18 Zhijun Li , Kuizhi Liu , Minghui Xu , Xiangyu Wang , Yinbin Miao , Jianfeng Ma , Xiuzhen Cheng

Currently, data-intensive scientific applications require vast amounts of compute resources to deliver world-leading science. The climate emergency has made it clear that unlimited use of resources (e.g., energy) for scientific discovery is…

Instrumentation and Methods for Astrophysics · Physics 2024-12-12 P. Chris Broekema , Rob V. van Nieuwpoort

This paper addresses the complexities inherent in AI product prototyping, focusing on the challenges posed by the probabilistic nature of AI behavior and the limited accessibility of prototyping tools to non-experts. A Design Science…

Human-Computer Interaction · Computer Science 2024-06-10 Mario Truss , Marc Schmitt

We propose Enginuity - the first open, large-scale, multi-domain engineering diagram dataset with comprehensive structural annotations designed for automated diagram parsing. By capturing hierarchical component relationships, connections,…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Ethan Seefried , Prahitha Movva , Naga Harshita Marupaka , Tilak Kasturi , Tirthankar Ghosal

Early-stage users in a new scenario intensify cold-start challenges, yet prior works often address only parts of the problem through model architecture. Launching a new user experience to replace an established product involves sparse…

Machine Learning · Computer Science 2026-03-03 Wenhao Zheng , Wang Lu , Fangshuang Tang , Yiyang Lu , Jun Yang , Pengcheng Xiong , Yulan Yan

In recent years, research on humanoid robots has garnered increasing attention. With breakthroughs in various types of artificial intelligence algorithms, embodied intelligence, exemplified by humanoid robots, has been highly anticipated.…

Robotics · Computer Science 2025-03-12 Jingkai Sun , Qiang Zhang , Gang Han , Wen Zhao , Zhe Yong , Yan He , Jiaxu Wang , Jiahang Cao , Yijie Guo , Renjing Xu

Combining diverse foundation models is promising, but weight-merging is limited by mismatched architectures and closed APIs. Trinity addresses this with a lightweight coordinator that orchestrates collaboration among large language models…

Machine Learning · Computer Science 2026-04-28 Jinglue Xu , Qi Sun , Peter Schwendeman , Stefan Nielsen , Edoardo Cetin , Yujin Tang

Building an AI agent that can design on its own has been a goal since the 1980s. Recently, deep learning has shown the ability to learn from large-scale data, enabling significant advances in data-driven design. However, learning over prior…

Machine Learning · Computer Science 2022-11-29 Ayush Raina , Jonathan Cagan , Christopher McComb

The recent progress of artificial intelligence(AI) has shown great potentials for alleviating human burden in various complex tasks. From the view of software engineering, AI techniques can be seen in many fundamental aspects of…

Software Engineering · Computer Science 2021-03-02 Wenhe Zhang , Jin He , Kevin Song

While many tools are available for designing AI, non-experts still face challenges in clearly expressing their intent and managing system complexity. We introduce AIAP, a no-code platform that integrates natural language input with visual…

Human-Computer Interaction · Computer Science 2025-08-05 Hyunjn An , Yongwon Kim , Wonduk Seo , Joonil Park , Daye Kang , Changhoon Oh , Dokyun Kim , Seunghyun Lee

The increasing use of Machine Learning (ML) in sensitive domains such as healthcare, finance, and public policy has raised concerns about the transparency of automated decisions. Explainable AI (XAI) addresses this by clarifying how models…

Artificial Intelligence · Computer Science 2026-02-13 Natalia Abarca , Andrés Carvallo , Claudia López Moncada , Felipe Bravo-Marquez

As interfaces evolve from static user pathways to dynamic human-AI collaboration, no standard methods exist for selecting appropriate interface patterns based on user needs and task complexity. Existing frameworks only provide guiding…

Human-Computer Interaction · Computer Science 2026-02-27 Shruthi Andru , Shrut Kirti Saksena

Artificial General Intelligence (AGI) requires comprehensive understanding and generation capabilities for a variety of tasks spanning different modalities and functionalities. Integrative AI is one important direction to approach AGI,…

Computation and Language · Computer Science 2023-05-24 Yuwei Fang , Mahmoud Khademi , Chenguang Zhu , Ziyi Yang , Reid Pryzant , Yichong Xu , Yao Qian , Takuya Yoshioka , Lu Yuan , Michael Zeng , Xuedong Huang

Tensor is the most basic and essential data structure of nowadays artificial intelligence (AI) system. The natural properties of Tensor, especially the memory-continuity and slice-independence, make it feasible for training system to…

Artificial Intelligence · Computer Science 2026-02-13 Shaoang Zhang , Yazhe Niu

Interdisciplinary teaching is a cornerstone of modern curriculum reform, but its implementation is hindered by challenges in knowledge integration and time-consuming lesson planning. Existing tools often lack the required pedagogical and…

Computers and Society · Computer Science 2025-10-24 Huazhen Wang , Huimin Yang , Hainbin Lin , Yan Dong , Lili Chen , Liangliang Xia , Wenwen Xu

This paper presents the rAIson platform, a high-level technological environment for the development of automated, reliable and explainable decision-making agents. The research underlying the platform and its technological progress has now…

Multiagent Systems · Computer Science 2026-05-05 Pavlos Moraitis , Nikolaos Spanoudakis , Antonis Kakas
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