paper-with-me

홈 › Papers

Dynamic semantic networks for exploration of creative thinking

2025-01-19 · Danko D. Georgiev, Georgi V. Georgiev

Human creativity originates from brain cortical networks that are specialized in idea generation, processing, and evaluation. The concurrent verbalization of our inner thoughts during the execution of a design task enables the use of dynamic semantic networks as a tool for investigating, evaluating, and monitoring creative thought. The primary advantage of using lexical databases such as WordNet for reproducible information-theoretic quantification of convergence or divergence of design ideas in creative problem solving is the simultaneous handling of both words and meanings, which enables interpretation of the constructed dynamic semantic networks in terms of underlying functionally active brain cortical regions involved in concept comprehension and production. In this study, the quantitative dynamics of semantic measures computed with a moving time window is investigated empirically in the DTRS10 dataset with design review conversations and detected divergent thinking is shown to predict success of design ideas. Thus, dynamic semantic networks present an opportunity for real-time computer-assisted detection of critical events during creative problem solving, with the goal of employing this knowledge to artificially augment human creativity.

📄 PDF Abstract BibTeX arXiv:2501.11090

Code (0)

등록된 구현이 없습니다.

Similar Papers 제목 키워드 기반

Exploration vs. Fixation: Scaffolding Divergent and Convergent Thinking for Human-AI Co-Creation with Generative Models

2025-12-20 · Chao Wen, Tung Phung, Pronita Mehrotra, Sumit Gulwani 외 arxiv

Generative AI has democratized content creation, but popular chatbot-based interfaces often prioritize execution, generating fully rendered artifacts right away. This issue can lead to premature convergence and design fi…

Image Generation

CresOWLve: Benchmarking Creative Problem-Solving Over Real-World Knowledge

2026-04-03 · Mete Ismayilzada, Renqing Cuomao, Daniil Yurshevich, Anna Sotnikova 외 arxiv

Creative problem-solving requires combining multiple cognitive abilities, including logical reasoning, lateral thinking, analogy-making, and commonsense knowledge, to discover insights that connect seemingly unrelated pi…

Logical Reasoning

Research on Creative Thinking Mode Based on Category Theory

2022-08-20 · Tong Wang

The research on the brain mechanism of creativity mainly has two aspects, one is the creative thinking process, and the other is the brain structure and functional connection characteristics of highly creative people. Th…

Enhancing Creativity in Large Language Models through Associative Thinking Strategies

2024-05-09 · Pronita Mehrotra, Aishni Parab, Sumit Gulwani

This paper explores the enhancement of creativity in Large Language Models (LLMs) like vGPT-4 through associative thinking, a cognitive process where creative ideas emerge from linking seemingly unrelated concepts. Assoc…

Marketing

CREA: A Collaborative Multi-Agent Framework for Creative Content Generation with Diffusion Models

2025-04-07 · Kavana Venkatesh, Connor Dunlop, Pinar Yanardag

Creativity in AI imagery remains a fundamental challenge, requiring not only the generation of visually compelling content but also the capacity to add novel, expressive, and artistically rich transformations to images. …

Diversity