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Open-source scientific software is abundant, yet most tools remain difficult to compile, configure, and reuse, sustaining a small-workshop mode of scientific computing. This deployment bottleneck limits reproducibility, large-scale…

Software Engineering · Computer Science 2026-01-08 Yi Wang , Zhenting Huang , Zhaohan Ding , Ruoxue Liao , Yuan Huang , Xinzijian Liu , Jiajun Xie , Siheng Chen , Linfeng Zhang

We demonstrate LLARS (LLM Assisted Research System), an open-source platform that bridges the gap between domain experts and developers for building LLM-based systems. It integrates three tightly connected modules into an end-to-end…

Artificial Intelligence · Computer Science 2026-05-12 Philipp Steigerwald , Mara Stieler , Jennifer Burghardt , Eric Rudolph , Jens Albrecht

With the widespread adoption of large language models (LLMs) in code generation tasks, geospatial code generation has emerged as a critical frontier in the integration of artificial intelligence and geoscientific analysis. This trend…

Software Engineering · Computer Science 2025-10-09 Guanyu Chen , Haoyue Jiao , Shuyang Hou , Ziqi Liu , Lutong Xie , Shaowen Wu , Huayi Wu , Xuefeng Guan , Zhipeng Gui

Spatial intelligence requires multimodal large language models (MLLMs) to move beyond single-view perception and reason consistently about objects, visibility, geometry, and interactions across multiple viewpoints. However, progress in…

Computer Vision and Pattern Recognition · Computer Science 2026-05-19 Wei Wang , Yuqian Yuan , Tianwei Lin , Wenqiao Zhang , Siliang Tang , Jun Xiao , Yueting Zhuang

Deploying AI agents in enterprise environments requires balancing capability with data sovereignty and cost constraints. While small language models offer privacy-preserving alternatives to frontier models, their specialization is hindered…

Artificial Intelligence · Computer Science 2026-03-24 Ankush Agarwal , Harsh Vishwakarma , Suraj Nagaje , Chaitanya Devaguptapu

With the advancement of the Materials Genome Initiative, high-throughput computation has become central to accelerating materials discovery. However, conventional first-principles workflows are cumbersome and error-prone. Existing…

Materials Science · Physics 2026-04-08 Lianduan Zeng , Xiao Zhou , Xueru Zheng , Ning Gao , Lei Liu , Yunxuan Cao , Hongjian Chen , Zhongyang Wang , Tongxiang Fan

We propose a new, training-free method, Graph Reasoning via Retrieval Augmented Framework (GRRAF), that harnesses retrieval-augmented generation (RAG) alongside the code-generation capabilities of large language models (LLMs) to address a…

Artificial Intelligence · Computer Science 2025-09-17 Hanqing Li , Kiran Sheena Jyothi , Henry Liang , Sharika Mahadevan , Diego Klabjan

Existing efforts in building GUI agents heavily rely on the availability of robust commercial Vision-Language Models (VLMs) such as GPT-4o and GeminiProVision. Practitioners are often reluctant to use open-source VLMs due to their…

Computation and Language · Computer Science 2024-10-31 Zhiyong Wu , Zhenyu Wu , Fangzhi Xu , Yian Wang , Qiushi Sun , Chengyou Jia , Kanzhi Cheng , Zichen Ding , Liheng Chen , Paul Pu Liang , Yu Qiao

Recent advancements in large language models (LLMs) underscore the need for stronger reasoning capabilities to solve complex problems effectively. While Chain-of-Thought (CoT) reasoning has been a step forward, it remains insufficient for…

Computation and Language · Computer Science 2025-07-14 Matan Vetzler , Koren Lazar , Guy Uziel , Eran Hirsch , Ateret Anaby-Tavor , Leshem Choshen

Graphical User Interface (GUI) Agents, powered by large language and vision-language models, hold promise for enabling end-to-end automation in digital environments. However, their progress is fundamentally constrained by the scarcity of…

Machine Learning · Computer Science 2025-09-22 Musen Lin , Minghao Liu , Taoran Lu , Lichen Yuan , Yiwei Liu , Haonan Xu , Yu Miao , Yuhao Chao , Zhaojian Li

In January 2026, the open-source agent framework OpenClaw and the agent-only social network Moltbook produced a large-scale dataset of autonomous AI-to-AI interaction, attracting six academic publications within fourteen days. This study…

Artificial Intelligence · Computer Science 2026-03-05 Lukas Weidener , Marko Brkić , Phillip Lee , Martin Karlsson , Kevin Noessler , Paul Kohlhaas

Domain scientists increasingly develop Python scripts to analyze satellite imagery but they lack scalability to large-scale data. This paper demonstrates GRAIL, an agentic translation system that converts Python geospatial workflows into…

Artificial Intelligence · Computer Science 2026-05-26 Zhuocheng Shang , Ahmed Eldawy

Computational drug discovery, particularly the complex workflows of drug molecule screening and optimization, requires orchestrating dozens of specialized tools in multi-step workflows, yet current AI agents struggle to maintain robust…

Collaborative photorealistic 3D reconstruction from multiple agents enables rapid large-scale scene capture for virtual production and cooperative multi-robot exploration. While recent 3D Gaussian Splatting (3DGS) SLAM algorithms can…

Robotics · Computer Science 2026-05-12 Zhihao Cao , Qi Shao , Shuhao Zhai , Jing Zhang , Anh Nguyen , Baoru Huang

Visual Simultaneous Localization and Mapping (VSLAM) research faces significant challenges due to fragmented toolchains, complex system configurations, and inconsistent evaluation methodologies. To address these issues, we present…

Computer Vision and Pattern Recognition · Computer Science 2025-04-08 Alejandro Fontan , Tobias Fischer , Javier Civera , Michael Milford

Static Application Security Testing tools help developers find security vulnerabilities before release, but they often produce many false positives. This increases manual review effort, reduces developer trust, and may cause real…

Cryptography and Security · Computer Science 2026-05-05 Mohd Ruhul Ameen , Md Takrim Ul Alam , Akif Islam

Large language model (LLM)-based agents that reason, plan, and act through tools, memory, and structured interaction are emerging as a promising paradigm for automating complex workflows. Recent systems such as OpenClaw and Claude Code…

Information Retrieval · Computer Science 2026-05-27 Yingli Zhou , Wang Shu , Yaodong Su , Wenchuan Du , Yixiang Fang , Xuemin Lin

To address the steep learning curve and reliance on complex manual file editing and command-line operations in the traditional workflow of the mainstream open-source seismic wave simulation software SPECFEM, this paper proposes an…

Artificial Intelligence · Computer Science 2025-12-17 Yukun Ren , Siwei Yu , Kai Chen , Jianwei Ma

Skills, i.e., structured workflow instructions distilled for large language models (LLMs), are becoming an increasingly important mechanism for improving agent performance on real-world downstream tasks. However, as the open-source skill…

Computation and Language · Computer Science 2026-05-29 Jiahao Ying , Boxian Ai , Wei Tang , Siyuan Liu , Yixin Cao

Correctness alone is insufficient: LLM-generated programs frequently satisfy unit tests while violating contest time or memory budgets. We present SwiftSolve, a complexity-aware multi-agent system for competitive programming that couples…

Artificial Intelligence · Computer Science 2025-10-28 Adhyayan Veer Singh , Aaron Shen , Brian Law , Ahmed Ismail , Jonas Rohweder , Sean O'Brien , Kevin Zhu
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