personalized generation

Adversarial Perturbation Shield: Preventing Concept Bleed-through in Continual Learning of Personalized Generative Models AAAI 2026 ClusterRAG: Cluster-Based Collaborative Filtering for Personalized Retrieval-Augmented Generation ACL 2026 ConceptPrism: Concept Disentanglement in Personalized Diffusion Models via Residual Token Optimization CVPR 2026 Conversational Image Generation: Towards Multi-Round Personalized Generation with Multi-Modal Language Models WACV 2026 Design Your Ad: Personalized Advertising Image and Text Generation with Unified Autoregressive Models CVPR 2026 DreamCatcher: Efficient Multi-Concept Customization via Representation Finetuning WACV 2026 FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus AAAI 2026 Forget Less by Learning Together through Concept Consolidation WACV 2026 Fragile by Design: On the Limits of Adversarial Defenses in Personalized DreamBooth Generation AAAI 2026 No Way To Steal My Face: Proactive Defense Against Identity-Preserving Personalized Generation CVPR 2026 Personalize Anything for Free with Diffusion Transformer AAAI 2026 SteerMusic: Enhanced Musical Consistency for Zero-shot Text-Guided and Personalized Music Editing AAAI 2026 Tailoring Rumor Debunking to You: Diversifying Chinese Rumor-Debunking Passages with an LLM-Driven Simulated Feedback-Enhanced Framework EACL 2026 A Multi-Style Chinese Characters Writing Intelligent Tool Based on Small-scale Training Data AAAI 2025 Benchmarking and Improving LLM Robustness for Personalized Generation EMNLP 2025 Boost Your Human Image Generation Model via Direct Preference Optimization CVPR 2025 DiffuseKronA: A Parameter Efficient Fine-Tuning Method for Personalized Diffusion Models WACV 2025 Dis²Booth: Learning Image Distribution with Disentangled Features for Text-to-Image Diffusion Models AAAI 2025 Disentangling Subject-Irrelevant Elements in Personalized Text-to-Image Diffusion via Filtered Self-Distillation WACV 2025 Draw Your Mind: Personalized Generation via Condition-Level Modeling in Text-to-Image Diffusion Models ICCV 2025 DreamBlend: Advancing Personalized Fine-Tuning of Text-to-Image Diffusion Models WACV 2025 DreamDistribution: Learning Prompt Distribution for Diverse In-distribution Generation ICLR 2025 LaMP-Cap: Personalized Figure Caption Generation With Multimodal Figure Profiles EMNLP 2025 LoRACLR: Contrastive Adaptation for Customization of Diffusion Models CVPR 2025 Meetalk: Retrieval-Augmented and Adaptively Personalized Meeting Summarization with Knowledge Learning from User Corrections ACL 2025