Models

When Local Rules Create Global Order: Self-Organized Representation Learning for Latent Diffusion Models CVPR 2026 When LoRA Betrays: Backdooring Text-to-Image Models by Masquerading as Benign Adapters CVPR 2026 When Numbers Speak: Aligning Textual Numerals and Visual Instances in Text-to-Video Diffusion Models CVPR 2026 When Pretty Isn't Useful: Investigating Why Modern Text-to-Image Models Fail as Reliable Training Data Generators CVPR 2026 When Robots Obey the Patch: Universal Transferable Patch Attacks on Vision-Language-Action Models CVPR 2026 When Safety Collides: Resolving Multi-Category Harmful Conflicts in Text-to-Image Diffusion via Adaptive Safety Guidance CVPR 2026 When transformers learn “impossible” languages, what do they learn? CoNLL 2026 When Understanding Becomes a Risk: Authenticity and Safety Risks in the Emerging Image Generation Paradigm CVPR 2026 Why Does RL Generalize Better Than SFT? A Data-Centric Perspective on VLM Post-Training CVPR 2026 WildCap: Facial Albedo Capture in the Wild via Hybrid Inverse Rendering CVPR 2026 WonderZoom: Multi-Scale 3D World Generation CVPR 2026 Word predictability estimates from language models are not robust to tokenizer vocabulary CoNLL 2026 WorldGrow: Generating Infinite 3D World AAAI 2026 WorldStereo: Bridging Camera-Guided Video Generation and Scene Reconstruction via 3D Geometric Memories CVPR 2026 X2Edit: Revisiting Arbitrary-Instruction Image Editing Through Self-Constructed Data and Task-Aware Representation Learning AAAI 2026 XiaoM at SemEval-2026 Task 7: A Qwen-based System for Accurate Retrieval of Everyday Knowledge Across Diverse Languages and Cultures SemEval 2026 YNU-HPCC at SemEval-2026 Task 4: Narrative Similarity via Multi-Perspective E5-Mistral and Embedding Routing SemEval 2026 YOSE: You Only Select Essential Tokens for Efficient DiT-based Video Object Removal CVPR 2026 You Can Have a Second Chance: Unbiased and Multi-bit Watermarking for Diffusion Language Models with Regret-based Remasking ACL 2026 You Only Erase Once: Erasing Anything without Bringing Unexpected Content CVPR 2026 You Only Need One Stage: Novel-View Synthesis from a Single Blind Face Image AAAI 2026 Your Classifier Can Do More: Towards Balancing the Gaps in Classification, Robustness, and Generation CVPR 2026 Your Latent Mask is Wrong: Pixel-Equivalent Latent Compositing for Diffusion Models CVPR 2026 Yume1.5: A Text-Controlled Interactive World Generation Model CVPR 2026 ZeroIDIR: Zero-Reference Illumination Degradation Image Restoration with Perturbed Consistency Diffusion Models CVPR 2026