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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

Imagine a world where AI can handle your work while you sleep - organizing your research materials, drafting a report, or creating a presentation you need for tomorrow. However, while current digital agents can perform simple tasks, they…

Artificial Intelligence · Computer Science 2024-12-24 Yanheng He , Jiahe Jin , Shijie Xia , Jiadi Su , Runze Fan , Haoyang Zou , Xiangkun Hu , Pengfei Liu

Creating effective dialogue systems for mental health support requires high-quality multi-turn counseling dialogue data, yet collecting real counselor-client conversations presents significant challenges, including privacy concerns, high…

Computation and Language · Computer Science 2026-05-27 Huachuan Qiu , Zhenzhong Lan

The development of artificial intelligence systems is transitioning from creating static, task-specific models to dynamic, agent-based systems capable of performing well in a wide range of applications. We propose an Interactive Agent…

This paper provides a roadmap that explores the question of how to imbue learning agents with the ability to understand and generate contextually relevant natural language in service of achieving a goal. We hypothesize that two key…

Artificial Intelligence · Computer Science 2021-03-19 Prithviraj Ammanabrolu , Mark O. Riedl

Recent advancements in large language models (LLMs) have led to the creation of intelligent agents capable of performing complex tasks. This paper introduces a novel LLM-based multimodal agent framework designed to operate smartphone…

Computer Vision and Pattern Recognition · Computer Science 2023-12-25 Chi Zhang , Zhao Yang , Jiaxuan Liu , Yucheng Han , Xin Chen , Zebiao Huang , Bin Fu , Gang Yu

Automating end-to-end data science pipeline with AI agents still stalls on two gaps: generating insightful, diverse visual evidence and assembling it into a coherent, professional report. We present A2P-Vis, a two-part, multi-agent pipeline…

Machine Learning · Computer Science 2025-12-29 Shuyu Gan , Renxiang Wang , James Mooney , Dongyeop Kang

The diversification of information access systems, from RAG to autonomous agents, creates a critical need for comparative user studies. However, the technical overhead to deploy and manage these distinct systems is a major barrier. We…

Human-Computer Interaction · Computer Science 2026-01-16 Saber Zerhoudi , Michael Granitzer

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

Multi-agent interacting systems are prevalent in the world, from pure physical systems to complicated social dynamic systems. In many applications, effective understanding of the situation and accurate trajectory prediction of interactive…

Computer Vision and Pattern Recognition · Computer Science 2020-10-23 Jiachen Li , Fan Yang , Masayoshi Tomizuka , Chiho Choi

We present an optimised multi-modal dialogue agent for interactive learning of visually grounded word meanings from a human tutor, trained on real human-human tutoring data. Within a life-long interactive learning period, the agent, trained…

Computation and Language · Computer Science 2017-10-02 Yanchao Yu , Arash Eshghi , Oliver Lemon

Autonomous agents powered by large language models (LLMs) have the potential to significantly enhance human productivity by reasoning, using tools, and executing complex tasks in diverse environments. However, current approaches to…

Presentation generation is moving beyond static slide creation toward end-to-end presentation video generation with research grounding, multimodal media, and interactive delivery. We introduce PresentAgent-2, an agentic framework for…

Computer Vision and Pattern Recognition · Computer Science 2026-05-13 Wei Wu , Ziyang Xu , Zeyu Zhang , Yang Zhao , Hao Tang

Research consumption has been traditionally limited to the reading of academic papers-a static, dense, and formally written format. Alternatively, pre-recorded conference presentation videos, which are more dynamic, concise, and colloquial,…

Human-Computer Interaction · Computer Science 2023-08-30 Tae Soo Kim , Matt Latzke , Jonathan Bragg , Amy X. Zhang , Joseph Chee Chang

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

Autonomous agents powered by Large Language Models are transforming AI, creating an imperative for the visualization field to embrace agentic frameworks. However, our field's focus on a human in the sensemaking loop raises critical…

Human-Computer Interaction · Computer Science 2025-09-17 Vaishali Dhanoa , Anton Wolter , Gabriela Molina León , Hans-Jörg Schulz , Niklas Elmqvist

Power system simulation workflows remain expert-intensive. Engineers must translate study intents into code or API calls, execute analyses, and interpret outputs. To automate this workflow, this paper presents PFAgent, a tractable and…

Systems and Control · Electrical Eng. & Systems 2026-04-14 Buxin She , Brian Chen , Luanzheng Guo , Fangxing Li

Pedagogical Agents (PAs) show significant potential for boosting student engagement and learning outcomes by providing adaptive, on-demand support in educational contexts. However, existing PA solutions are often hampered by pre-scripted…

Human-Computer Interaction · Computer Science 2025-05-13 Eason Chen , Chenyu Lin , Yu-Kai Huang , Xinyi Tang , Aprille Xi , Jionghao Lin , Kenneth Koedinger

In this study, our goal is to create interactive avatar agents that can autonomously plan and animate nuanced facial movements realistically, from both visual and behavioral perspectives. Given high-level inputs about the environment and…

Computer Vision and Pattern Recognition · Computer Science 2023-12-05 Duomin Wang , Bin Dai , Yu Deng , Baoyuan Wang

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