# Dar-Yen Chen > Dar-Yen Chen is a third-year doctoral candidate at SketchX, Centre for Vision, Speech and Signal Processing (CVSSP), University of Surrey, working with Prof. Yi-Zhe Song. He works on visual generation and few-step distillation of diffusion models. Contact: d.chen@surrey.ac.uk ## Publications (all first-author) - [NitroFusion2: Bringing Adversarial Loss to the Text Stream of Multimodal Diffusion Transformers](https://chendaryen.github.io/NitroFusion2.github.io/): Preprint, 2026 (arXiv:2611.05648). Dar-Yen Chen, Yi-Zhe Song. Paper: https://arxiv.org/abs/2611.05648 · Code: https://github.com/ChenDarYen/NitroFusion2 · Demo: https://huggingface.co/spaces/ChenDY/NitroFusion2 - [Normalized Attention Guidance: Universal Negative Guidance for Diffusion Models](https://arxiv.org/abs/2505.21179): NeurIPS 2025. Dar-Yen Chen, Hmrishav Bandyopadhyay, Kai Zou, Yi-Zhe Song. Project: https://chendaryen.github.io/NAG.github.io/ · Code: https://github.com/ChenDarYen/Normalized-Attention-Guidance - [NitroFusion: High-Fidelity Single-Step Diffusion through Dynamic Adversarial Training](https://arxiv.org/abs/2412.02030): CVPR 2025. Dar-Yen Chen, Hmrishav Bandyopadhyay, Kai Zou, Yi-Zhe Song. Project: https://chendaryen.github.io/NitroFusion.github.io/ · Code: https://github.com/ChenDarYen/NitroFusion - [DemoCaricature: Democratising Caricature Generation with a Rough Sketch](https://arxiv.org/abs/2312.04364): CVPR 2024. Dar-Yen Chen, Ayan Kumar Bhunia, Subhadeep Koley, Aneeshan Sain, Pinaki Nath Chowdhury, Yi-Zhe Song. Project: https://democaricature.github.io · Code: https://github.com/ChenDarYen/DemoCaricature - [ArtAdapter: Text-to-Image Style Transfer using Multi-Level Style Encoder and Explicit Adaptation](https://arxiv.org/abs/2312.02109): CVPR 2024. Dar-Yen Chen, Hamish Tennent, Ching-Wen Hsu. Project: https://cardinalblue.github.io/artadapter.github.io/ ## Profiles - [Google Scholar](https://scholar.google.com/citations?user=0ZCCpZAAAAAJ) - [GitHub](https://github.com/ChenDarYen) - [Hugging Face](https://huggingface.co/ChenDY) - [LinkedIn](https://www.linkedin.com/in/dar-yen-chen-38074123a/)