…To study these regimes, we introduce mosaic (Multi-Object Spatial relations, AttrIbution, Counting ), a controlled framework for dataset generation. By training diffusion models on mosaic, we find that scene complexity plays a…
…We also propose a multi-class deep support vector data description (SVDD) loss controlled by a central server to enhance feature-based sample selection . We validate our methods on CIFAR10 and MNIST…
…A Pose-Appearance-Motion Engine for Sim-to-Real HOI Video Generation (2026) Exploring the Role of Synthetic Data Augmentation in Controllable Human-Centric Video Generation (2026) Generative World Renderer (2026) Vanast…
…We conduct a first-step validation on the value of this design through controlled vision-language-action ablation: under a fixed set of validation data, continued training from the Qwen VLM model…
…below 50% overall accuracy, highlighting challenges in visual evidence seeking , search control , and multimodal evidence integration. We release the benchmark data and evaluation code at https://github.com/hbhalpha/InterLV-Search-Bench…
…A controlled lab study with 40 participants shows MAIC-UI reduces editing iterations (4.9 vs. 7.0) and significantly improves learnability and controllability compared to direct Text-to-HTML generation. A…
…Yuanzhi Wang , , , , , , , Abstract Implicit Preference Alignment (IPA) addresses hand motion generation challenges through data-efficient post-training that eliminates need for paired preference data while using hand-aware local optimization for improved…
…We establish a multi-stage quality control process to ensure scientific validity and alignment across modalities. Experimental validation demonstrates significant performance improvements for models trained on our data. All datasets are publicly…
…No dataset linking this paper Cite arxiv.org/abs/2604.23789 in a dataset README.md to link it from this page. No Space linking this paper Cite arxiv.org/abs/2604…
…No dataset linking this paper Cite arxiv.org/abs/2605.13880 in a dataset README.md to link it from this page. No Space linking this paper Cite arxiv.org/abs/2605…