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Current scientific research witnesses various attempts at applying Large Language Models for scenario generation but is inclined only to comprehensive or dangerous scenarios. In this paper, we seek to build a three-stage framework that not…

人工智能 · 计算机科学 2025-01-22 Yicheng Xiao , Yangyang Sun , Yicheng Lin

Explainable AI (XAI) research has experienced substantial growth in recent years. Existing XAI methods, however, have been criticized for being technical and expert-oriented, motivating the development of more interpretable and accessible…

计算与语言 · 计算机科学 2026-03-23 Yifan He , David Martens

We challenge text-to-image models with generating escape room puzzle images that are visually appealing, logically solid, and intellectually stimulating. While base image models struggle with spatial relationships and affordance reasoning,…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Mengyi Shan , Brian Curless , Ira Kemelmacher-Shlizerman , Steve Seitz

Interactive documents help readers engage with complex ideas through dynamic visualization, interactive animations, and exploratory interfaces. However, creating such documents remains costly, as it requires both domain expertise and web…

人机交互 · 计算机科学 2026-03-31 Yinghao Tang , Yupeng Xie , Yingchaojie Feng , Tingfeng Lan , Jiale Lao , Yue Cheng , Wei Chen

We introduce AgentSynth, a scalable and cost-efficient pipeline for automatically synthesizing high-quality tasks and trajectory datasets for generalist computer-use agents. Leveraging information asymmetry, AgentSynth constructs subtasks…

计算与语言 · 计算机科学 2026-03-03 Jingxu Xie , Dylan Xu , Xuandong Zhao , Dawn Song

Recent advances in large language models (LLMs) have enabled social simulation through multi-agent systems. Prior efforts focus on agent societies created from scratch, assigning agents with newly defined personas. However, simulating…

计算与语言 · 计算机科学 2025-04-22 Yiting Ran , Xintao Wang , Tian Qiu , Jiaqing Liang , Yanghua Xiao , Deqing Yang

Designing realistic and adaptive networked threat scenarios remains a core challenge in cybersecurity research and training, still requiring substantial manual effort. While large language models (LLMs) show promise for automated synthesis,…

密码学与安全 · 计算机科学 2025-10-30 Ana M. Rodriguez , Jaime Acosta , Anantaa Kotal , Aritran Piplai

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…

计算机视觉与模式识别 · 计算机科学 2026-05-13 Wei Wu , Ziyang Xu , Zeyu Zhang , Yang Zhao , Hao Tang

In this paper, we present the technical details and periodic findings of our project, CareerAgent, which aims to build a generative simulation framework for a Holacracy organization using Large Language Model-based Autonomous Agents.…

计算机与社会 · 计算机科学 2024-08-23 Chen Zhu , Yihang Cheng , Jingshuai Zhang , Yusheng Qiu , Sitao Xia , Hengshu Zhu

LLM-based multimodal emotion recognition relies on static parametric memory and often hallucinates when interpreting nuanced affective states. In this paper, given that single-round retrieval-augmented generation is highly susceptible to…

计算机视觉与模式识别 · 计算机科学 2026-04-15 Zeheng Wang , Zitong Yu , Yijie Zhu , Bo Zhao , Haochen Liang , Taorui Wang , Wei Xia , Jiayu Zhang , Zhishu Liu , Hui Ma , Fei Ma , Qi Tian

New systems employ Machine Learning to sift through large knowledge sources, creating flexible Large Language Models. These models discern context and predict sequential information in various communication forms. Generative AI, leveraging…

人工智能 · 计算机科学 2023-07-19 Ted Selker

We present NetGent, an AI-agent framework for automating complex application workflows to generate realistic network traffic datasets. Developing generalizable ML models for networking requires data collection from network environments with…

人工智能 · 计算机科学 2025-11-17 Jaber Daneshamooz , Eugene Vuong , Laasya Koduru , Sanjay Chandrasekaran , Arpit Gupta

We present RoboGen, a generative robotic agent that automatically learns diverse robotic skills at scale via generative simulation. RoboGen leverages the latest advancements in foundation and generative models. Instead of directly using or…

Existing multi-agent video generation systems use LLM agents to orchestrate neural video generators, producing visually impressive but semantically unreliable outputs with no ground truth annotations. We present an agentic system that…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Nicolae Cudlenco , Mihai Masala , Marius Leordeanu

Large Language Models (LLMs), with their exceptional ability to handle a wide range of tasks, have driven significant advancements in tackling reasoning and planning tasks, wherein decomposing complex problems into executable workflows is a…

计算与语言 · 计算机科学 2025-02-25 Shuofei Qiao , Runnan Fang , Zhisong Qiu , Xiaobin Wang , Ningyu Zhang , Yong Jiang , Pengjun Xie , Fei Huang , Huajun Chen

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…

人工智能 · 计算机科学 2025-10-01 Chenglin Yu , Yang Yu , Songmiao Wang , Yucheng Wang , Yifan Yang , Jinjia Li , Ming Li , Hongxia Yang

Long-horizon code generation requires sustained context and adaptive expertise across domains. Current multi-agent systems use static workflows that cannot adapt when runtime analysis reveals unanticipated complexity. We propose AgentSpawn,…

软件工程 · 计算机科学 2026-02-10 Igor Costa

Recent advances in scene-based video generation enable coherent visual narratives from structured prompts, yet a key aspect of storytelling -- character-driven dialogue and speech -- remains underexplored. We present a modular pipeline that…

计算机视觉与模式识别 · 计算机科学 2026-05-20 Taewon Kang , Ming C. Lin

This paper introduces a novel multi-Agent framework that automates the end to end production of Qinqiang opera by integrating Large Language Models , visual generation, and Text to Speech synthesis. Three specialized agents collaborate in…

人工智能 · 计算机科学 2025-04-23 Gengxian Cao , Fengyuan Li , Hong Duan , Ye Yang , Bofeng Wang , Donghe Li

In e-commerce private-domain channels such as instant messaging and e-mail, merchants engage customers directly as part of their Customer Relationship Management (CRM) programmes to drive retention and conversion. While a few top performers…

计算与语言 · 计算机科学 2025-09-03 Yinzhu Quan , Xinrui Li , Ying Chen