Controllable Generation

FrankenMotion: Part-level Human Motion Generation and Composition CVPR 2026 From Fluent to Useful: Generative AI That Models Purpose, Audience, and Presenter for Scientific Communication ACL 2026 Gated Condition Injection without Multimodal Attention: Towards Controllable Linear-Attention Transformers CVPR 2026 Gloria: Consistent Character Video Generation via Content Anchors CVPR 2026 GlyphPrinter: Region-Grouped Direct Preference Optimization for Glyph-Accurate Visual Text Rendering CVPR 2026 Gradient-Guided Reward Optimization for Inference-time Alignment UAI 2026 Guiding Diffusion Models with Semantically Degraded Conditions CVPR 2026 Harmonic Canvas: Inversion-Free Editing for Visually-Guided Music Style Transfer CVPR 2026 HiddenGuard: Fine-Grained Safe Generation with Specialized Representation Router ACL 2026 How Controllable Are Large Language Models? A Unified Evaluation across Behavioral Granularities ACL 2026 Improving Controllable Generation: Faster Training and Better Performance via x0-Supervision CVPR 2026 InnoAds-Composer: Efficient Condition Composition for E-Commerce Poster Generation CVPR 2026 InterPhys: Physics-aware Human Motion Synthesis in a Dynamic Scene CVPR 2026 Kontinuous Kontext: Continuous Strength Control for Instruction-based Image Editing CVPR 2026 Language-Free Generative Editing from One Visual Example CVPR 2026 Linear Image Generation by Synthesizing Exposure Brackets CVPR 2026 MapRoute:Precise-Concept Erasing Mappers via Semantic Routing CVPR 2026 Masked Region Transformer for Layered Image Generation and Editing at Scale CVPR 2026 Mixture of Style Experts for Diverse Image Stylization CVPR 2026 MoCoDiff: A Controllable Autoregressive Diffusion Model for Expressive Motion Generation CVPR 2026 MultiCrafter: High-Fidelity Multi-Subject Generation via Disentangled Attention and Identity-Aware Preference Alignment CVPR 2026 MultiShotMaster: A Controllable Multi-Shot Video Generation Framework CVPR 2026 Not All Birds Look The Same: Identity-Preserving Generation For Birds CVPR 2026 One-Step Diffusion Transformer for Controllable Real-World Image Super-Resolution CVPR 2026 OneStory: Coherent Multi-Shot Video Generation with Adaptive Memory CVPR 2026