Most upvoted papers on huggingface this week (July 6-12):

- The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning
- Vidu S1: A Real-Time Interactive Video Generation Model
- RynnWorld-4D: 4D Embodied World Models for Robotic Manipulation
- AlayaWorld: Long-Horizon and Playable Video World Generation
- Accurate, Interdisciplinary and Transparent Structure-property Understanding with Deep Native Structural Reasoning
- RynnWorld-Teleop: An Action-Conditioned World Model for Digital Teleoperation
- OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers
- UI-MOPD: Multi-Platform On-Policy Distillation for Continual GUI Agent Learning
- Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling
- PixWorld: Unifying 3D Scene Generation and Reconstruction in Pixel Space
https://huggingface.co/papers/week/2026-W28