Instructional fingerprinting of large language models

J Xu, F Wang, MD Ma, PW Koh, C Xiao… - arXiv preprint arXiv …, 2024 - arxiv.org
The exorbitant cost of training Large language models (LLMs) from scratch makes it
essential to fingerprint the models to protect intellectual property via ownership …

Controllable generation with text-to-image diffusion models: A survey

P Cao, F Zhou, Q Song, L Yang - arXiv preprint arXiv:2403.04279, 2024 - arxiv.org
In the rapidly advancing realm of visual generation, diffusion models have revolutionized the
landscape, marking a significant shift in capabilities with their impressive text-guided …

StyleFactory: Towards Better Style Alignment in Image Creation through Style-Strength-Based Control and Evaluation

M Zhou, D Zhang, W You, Z Yu, Y Wu, C Pan… - Proceedings of the 37th …, 2024 - dl.acm.org
Generative AI models have been widely used for image creation. However, generating
images that are well-aligned with users' personal styles on aesthetic features (eg, color and …

A Survey on Personalized Content Synthesis with Diffusion Models

X Zhang, XY Wei, W Zhang, J Wu, Z Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Recent advancements in generative models have significantly impacted content creation,
leading to the emergence of Personalized Content Synthesis (PCS). With a small set of user …

Orchestrating the Symphony of Prompt Distribution Learning for Human-Object Interaction Detection

M Jia, L Zhao, G Li, Y Zheng - arXiv preprint arXiv:2412.08506, 2024 - arxiv.org
Human-object interaction (HOI) detectors with popular query-transformer architecture have
achieved promising performance. However, accurately identifying uncommon visual …

MTFusion: Reconstructing Any 3D Object from Single Image Using Multi-word Textual Inversion

Y Liu, R Wang, J Li, Z Xu, Q Zhao - Chinese Conference on Pattern …, 2024 - Springer
Reconstructing 3D models from single-view images is a long-standing problem in computer
vision. The latest advances for single-image 3D reconstruction extract a textual description …