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The field of Artificial Intelligence is undergoing a transition from Generative AI -- probabilistic generation of text and images -- to Agentic AI, in which autonomous systems execute actions within external environments on behalf of users.…

Artificial Intelligence · Computer Science 2026-03-02 Sheng Cao , Zhao Chang , Chang Li , Hannan Li , Liyao Fu , Ji Tang

Recent text-to-image (T2I) models have made remarkable progress in generating visually realistic and semantically coherent images. However, they still suffer from randomness and inconsistency with the given prompts, particularly when…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Kaishen Wang , Ruibo Chen , Tong Zheng , Heng Huang

Generative AI has made visual storytelling widely accessible, yet current prompt-based interactions often force users into a trade-off between precise control and creative flow. We present One Kiss, a co-creative comic generation system…

Human-Computer Interaction · Computer Science 2026-03-18 Xiruo Wang , Xinyi Jiang , Ziqi Lyu

Existing Natural Language Generation (NLG) systems are weak AI systems and exhibit limited capabilities when language generation tasks demand higher levels of creativity, originality and brevity. Effective solutions or, at least evaluations…

Computation and Language · Computer Science 2017-08-22 Parag Jain , Priyanka Agrawal , Abhijit Mishra , Mohak Sukhwani , Anirban Laha , Karthik Sankaranarayanan

Generating coherent visual stories requires maintaining subject identity across multiple images while preserving frame-specific semantics. Recent training-free methods concatenate identity and frame prompts into a unified representation,…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Ayushman Sarkar , Zhenyu Yu , Chu Chen , Wei Tang , Kangning Cui , Mohd Yamani Idna Idris

Text-to-image models offer a new level of creative flexibility by allowing users to guide the image generation process through natural language. However, using these models to consistently portray the same subject across diverse prompts…

Computer Vision and Pattern Recognition · Computer Science 2024-05-31 Yoad Tewel , Omri Kaduri , Rinon Gal , Yoni Kasten , Lior Wolf , Gal Chechik , Yuval Atzmon

In practical LLM applications, users repeatedly express stable preferences and requirements, such as reducing hallucinations, following institutional writing conventions, or avoiding overly technical wording, yet such interaction experience…

Artificial Intelligence · Computer Science 2026-03-06 Yutao Yang , Junsong Li , Qianjun Pan , Bihao Zhan , Yuxuan Cai , Lin Du , Jie Zhou , Kai Chen , Qin Chen , Xin Li , Bo Zhang , Liang He

Story visualization has gained increasing attention in artificial intelligence. However, existing methods still struggle with maintaining a balance between character identity preservation and text-semantics alignment, largely due to a lack…

Computer Vision and Pattern Recognition · Computer Science 2025-02-26 Jinlu Zhang , Jiji Tang , Rongsheng Zhang , Tangjie Lv , Xiaoshuai Sun

LLM-based code agents treat repositories as unstructured text, applying edits through brittle string matching that frequently fails due to formatting drift or ambiguous patterns. We propose reframing the codebase as a structured action…

Artificial Intelligence · Computer Science 2026-04-17 Myeongsoo Kim , Joe Hsu , Dingmin Wang , Shweta Garg , Varun Kumar , Murali Krishna Ramanathan

With the remarkable advancements in image generation and open-form text generation, the creation of interleaved image-text content has become an increasingly intriguing field. Multimodal story generation, characterized by producing…

Computer Vision and Pattern Recognition · Computer Science 2024-10-14 Shuai Yang , Yuying Ge , Yang Li , Yukang Chen , Yixiao Ge , Ying Shan , Yingcong Chen

Creating a cast of characters by attending to their relational dynamics is a critical aspect of most long-form storywriting. However, our formative study (N=14) reveals that writers struggle to envision new characters that could influence…

Human-Computer Interaction · Computer Science 2026-02-09 Syemin Park , Soobin Park , Youn-kyung Lim

Existing text-to-video retrieval benchmarks are dominated by real-world footage where much of the semantics can be inferred from a single frame, leaving temporal reasoning and explicit end-state grounding under-evaluated. We introduce…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Minghan Li , Tongna Chen , Tianrui Lv , Yishuai Zhang , Suchao An , Guodong Zhou

Large language models have demonstrated their capabilities in storyline creation and human-like character role-playing. Current language model agents mainly focus on reasonable behaviors from the level of individuals, and their behaviors…

Computation and Language · Computer Science 2024-07-02 Senyu Han , Lu Chen , Li-Min Lin , Zhengshan Xu , Kai Yu

Authoring realistic haptic textures typically requires low-level parameter tuning and repeated trial-and-error, limiting speed, transparency, and creative reach. We present a language-driven authoring system that turns natural-language…

Human-Computer Interaction · Computer Science 2026-04-09 Wanli Qian , Aiden Chang , Shihan Lu , Michael Gu , Heather Culbertson

Recent advances in LLM-based Text-to-SQL have achieved remarkable gains on public benchmarks such as BIRD and Spider. Yet, these systems struggle to scale in realistic enterprise settings with large, complex schemas, diverse SQL dialects,…

Artificial Intelligence · Computer Science 2026-01-23 Asim Biswal , Chuan Lei , Xiao Qin , Aodong Li , Balakrishnan Narayanaswamy , Tim Kraska

We present a method to create storytelling visualization with time series data. Many personal decisions nowadays rely on access to dynamic data regularly, as we have seen during the COVID-19 pandemic. It is thus desirable to construct…

Human-Computer Interaction · Computer Science 2024-02-06 Saiful Khan , Scott Jones , Benjamin Bach , Jaehoon Cha , Min Chen , Julie Meikle , Jonathan C Roberts , Jeyan Thiyagalingam , Jo Wood , Panagiotis D. Ritsos

The advent of large pre-trained generative language models has provided a common framework for AI story generation via sampling the model to create sequences that continue the story. However, sampling alone is insufficient for story…

Computation and Language · Computer Science 2021-12-17 Amal Alabdulkarim , Winston Li , Lara J. Martin , Mark O. Riedl

This paper presents a game master AI for single-player role-playing games. The AI is designed to deliver interactive text-based narratives and experiences typically associated with multiplayer tabletop games like Dungeons & Dragons. We…

Human-Computer Interaction · Computer Science 2025-03-10 Nicolai Hejlesen Jørgensen , Sarmilan Tharmabalan , Ilhan Aslan , Nicolai Brodersen Hansen , Timothy Merritt

Interactive 3D model texture editing presents enhanced opportunities for creating 3D assets, with freehand drawing style offering the most intuitive experience. However, existing methods primarily support sketch-based interactions for…

Computer Vision and Pattern Recognition · Computer Science 2026-02-02 Yudi Zhang , Yeming Geng , Lei Zhang

Recent advances in autonomous digital agents from industry (e.g., Manus AI and Gemini's research mode) highlight potential for structured tasks by autonomous decision-making and task decomposition; however, it remains unclear to what extent…

Artificial Intelligence · Computer Science 2025-09-03 Yen-Che Chien , Kuang-Da Wang , Wei-Yao Wang , Wen-Chih Peng
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