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Gang Dai

6 accepted papers

2026

Plan then Act: Bi-level CAD Command Sequence Generation

ICLR 2026poster

Computer-Aided Design (CAD), renowned for its flexibility and precision, serves as the foundation of digital design. Recently, some efforts adopt Large Language Models (LLMs) for generating parametric CAD command sequences from text instructions. However, our study reveals that LLMs pre-trained on l…

Cited by 0SourcecodeScholar
2026

Towards Human-Like Robot Handwriting via Contour-Aware Generation

CVPR 2026

Empowering machines to simulate human handwriting is a promising research direction. Most existing methods, however, primarily focus on reproducing the writing trajectory to capture the overall character structure, while neglecting the critical aspect of stroke contour modeling. Consequently, these

Cited by 0SourceScholar
2025

Beyond Isolated Words: Diffusion Brush for Handwritten Text-Line Generation

ICCV 2025poster

Existing handwritten text generation methods primarily focus on isolated words. However, realistic handwritten text demands attention not only to individual words but also to the relationships between them, such as vertical alignment and horizontal spacing. Therefore, generating entire text line eme…

2024

Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning

ECCV 2024oral

"Federated Class Continual Learning (FCCL) merges the challenges of distributed client learning with the need for seamless adaptation to new classes without forgetting old ones. The key challenge in FCCL is catastrophic forgetting, an issue that has been explored to some extent in Continual Learning…

2024

One-Shot Diffusion Mimicker for Handwritten Text Generation

ECCV 2024poster

"Existing handwritten text generation methods often require more than ten handwriting samples as style references. However, in practical applications, users tend to prefer a handwriting generation model that operates with just a single reference sample for its convenience and efficiency. This approa…

2023

Disentangling Writer and Character Styles for Handwriting Generation

CVPR 2023poster

Training machines to synthesize diverse handwritings is an intriguing task. Recently, RNN-based methods have been proposed to generate stylized online Chinese characters. However, these methods mainly focus on capturing a person's overall writing style, neglecting subtle style inconsistencies betwee…