5 papers
CogChat: Knowledge Graph-Augmented Conversational AI with Heterogeneous Graph Transformer for Cognitive Grounding in Design Generation
Jiin Choi, Kyung Hoon Hyun
LLM-based chat systems have become valuable tools for design practice, enabling rapid ideation and flexible task support. Yet these systems process designer utterances as generic s…
Modeling Sequential Design Actions as Designer Externalization on an Infinite Canvas
Yejin Yun, Seung Won Lee, Jiin Choi +1
Infinite canvas platforms are becoming central to contemporary design practice, enabling designers to externalize cognition through the spatial arrangement of multimodal artifacts.…
Beyond Semantic Similarity: Open Challenges for Embedding-Based Creative Process Analysis Across AI Design Tools
Seung Won Lee, Semin Jin, Kyung Hoon Hyun
AI-based creativity support tools (CSTs) are evaluated through domain-specific metrics, limiting cross-domain comparison of creative processes. Embedding-based protocol analysis of…
From Logs to Agents: Reconstructing High-Level Creative Workflows from Low-Level Raw System Traces
Tae Hee Jo, Kyung Hoon Hyun
Current AI-based Creativity Support Tools (CSTs) generate massive amounts of low-level log data (e.g., clicks, parameter tweaks, metadata updates) that are hard to interpret as "cr…
GenPara: Enhancing the 3D Design Editing Process by Inferring Users' Regions of Interest with Text-Conditional Shape Parameters
Jiin Choi, Seung Won Lee, Kyung Hoon Hyun
In 3D design, specifying design objectives and visualizing complex shapes through text alone proves to be a significant challenge. Although advancements in 3D GenAI have significan…