English
Related papers

Related papers: PaperBanana: Automating Academic Illustration for …

200 papers

Frontier AI agents show increasing promise as scientific research assistants, and may eventually be useful for extended, open-ended research workflows. However, in order to use agents for novel research, we must first assess the underlying…

Scientific illustrations demand both high information density and post-editability. However, current generative models have two major limitations: Frist, image generation models output rasterized images lacking semantic structure, making it…

Computer Vision and Pattern Recognition · Computer Science 2025-11-03 Jianwen Sun , Fanrui Zhang , Yukang Feng , Chuanhao Li , Zizhen Li , Jiaxin Ai , Yifan Chang , Yu Dai , Kaipeng Zhang

Understanding and reasoning on the large-scale scientific literature is a crucial touchstone for large language model (LLM) based agents. However, existing works are mainly restricted to tool-free tasks within single papers, largely due to…

Artificial Intelligence · Computer Science 2026-02-02 Daoyu Wang , Mingyue Cheng , Shuo Yu , Zirui Liu , Ze Guo , Xin Li , Qi Liu

Our paper introduces a generative, multiagent AI framework designed to overcome the rigidity, limited flexibility and technical barriers of current bibliometric tools. The objective is to enable researchers to perform fully dynamic,…

Digital Libraries · Computer Science 2026-04-29 Adela Bara , Simona-Vasilica Oprea

Academic poster generation is a crucial yet challenging task in scientific communication, requiring the compression of long-context interleaved documents into a single, visually coherent page. To address this challenge, we introduce the…

Computer Vision and Pattern Recognition · Computer Science 2025-10-31 Wei Pang , Kevin Qinghong Lin , Xiangru Jian , Xi He , Philip Torr

Automated paper reproduction has emerged as a promising approach to accelerate scientific research, employing multi-step workflow frameworks to systematically convert academic papers into executable code. However, existing frameworks often…

Artificial Intelligence · Computer Science 2025-12-03 Zijie Lin , Qilin Cai , Liang Shen , Mingjun Xiao

This study introduces a novel software tool leveraging large language model (LLM) prompts, designed to automate the generation of academic articles from Python code a significant advancement in the fields of biomedical informatics and…

Human-Computer Interaction · Computer Science 2024-04-30 Jeremy R. Harper

Method illustrations (MIs) play a crucial role in conveying the core ideas of scientific papers, yet their generation remains a labor-intensive process. Here, we take inspiration from human authors' drawing practices and correspondingly…

Graphics · Computer Science 2026-04-02 Zhuoling Li , Jiarui Zhang , Ping Hu , Jason Kuen , Jiuxiang Gu , Hossein Rahmani , Jun Liu

Artificial intelligence systems are transforming scientific discovery by accelerating specific research tasks, from protein structure prediction to materials design, yet remain confined to narrow domains requiring substantial human…

Artificial Intelligence · Computer Science 2026-01-30 Gabrielle Wehr , Reuben Rideaux , Amaya J. Fox , David R. Lightfoot , Jason Tangen , Jason B. Mattingley , Shane E. Ehrhardt

AI-assisted research is crossing a threshold: fully automated systems can now generate research papers for as little as $15, while long-horizon agents can execute experiments, draft manuscripts, and simulate critique with minimal human…

Leveraging Multi-modal Large Language Models (MLLMs) to accelerate frontier scientific research is promising, yet how to rigorously evaluate such systems remains unclear. Existing benchmarks mainly focus on single-document understanding,…

Artificial Intelligence · Computer Science 2026-04-14 Lei Xiong , Huaying Yuan , Zheng Liu , Zhao Cao , Zhicheng Dou

In many science papers, "Figure 1" serves as the primary visual summary of the core research idea. These figures are visually simple yet conceptually rich, often requiring significant effort and iteration by human authors to get right,…

Computer Vision and Pattern Recognition · Computer Science 2026-04-07 Yaohan Guan , Pristina Wang , Najim Dehak , Alan Yuille , Jieneng Chen , Daniel Khashabi

With the rapid adoption of AI writing assistants in education, educators and researchers need empirical evidence to understand the impact on student writing and inform effective pedagogical design. Despite widespread use, we lack systematic…

Human-Computer Interaction · Computer Science 2026-04-09 Andrew Jelson , Daniel Manesh , Sangwook Lee , Alice Jang , Daniel Dunlap , Tamara Maddox , Young-Ho Kim , Sang Won Lee

Academic project websites can more effectively disseminate research when they clearly present core content and enable intuitive navigation and interaction. However, current approaches such as direct Large Language Model (LLM) generation,…

Computation and Language · Computer Science 2025-10-20 Yuhang Chen , Tianpeng Lv , Siyi Zhang , Yixiang Yin , Yao Wan , Philip S. Yu , Dongping Chen

We present a PaperRobot who performs as an automatic research assistant by (1) conducting deep understanding of a large collection of human-written papers in a target domain and constructing comprehensive background knowledge graphs (KGs);…

Computation and Language · Computer Science 2020-11-03 Qingyun Wang , Lifu Huang , Zhiying Jiang , Kevin Knight , Heng Ji , Mohit Bansal , Yi Luan

The use of artificial intelligence (AI) offers various possibilities to expand and support educational research. Specifically, the implementation of AI can be used to develop new frameworks to establish new research tools that accelerate…

Digital Libraries · Computer Science 2024-12-12 Stefan Pietrusky

AI agents hold the potential to revolutionize scientific productivity by automating literature reviews, replicating experiments, analyzing data, and even proposing new directions of inquiry; indeed, there are now many such agents, ranging…

Complex data analysis inherently seeks unexpected insights through exploratory visual analysis methods, transcending logical, step-by-step processing. However, existing interfaces such as notebooks and dashboards have limitations in…

Human-Computer Interaction · Computer Science 2024-03-22 Zijian Ding , Joel Chan

Despite the growing adoption of large language models (LLMs) in academic workflows, their capabilities remain limited in supporting high-quality scientific writing. Most existing systems are designed for general-purpose scientific text…

Computation and Language · Computer Science 2026-04-24 Nuo Chen , Andre Lin HuiKai , Jiaying Wu , Junyi Hou , Zining Zhang , Qian Wang , Xidong Wang , Bingsheng He

Assessing the reproducibility of social science papers is essential for promoting rigor in research processes, but manual assessment is costly. With recent advances in agentic AI systems (i.e., AI agents), we seek to evaluate their…

Computation and Language · Computer Science 2025-07-28 Chuxuan Hu , Liyun Zhang , Yeji Lim , Aum Wadhwani , Austin Peters , Daniel Kang