Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes Paper • 2608.05000 • Published 3 days ago • 51
UniWorld-Design: From Pixel Generation to Layer-Native Design Paper • 2608.03971 • Published 4 days ago • 19
AURORA-LM: Autoencoding Unified Representation for Continuous-Latent Diffusion Language Modeling Paper • 2608.02602 • Published 5 days ago • 77
Mage-VL: An Efficient Codec-Native Streaming Multimodal Foundation Model Paper • 2607.24904 • Published 12 days ago • 35
NormGuard: Reward-Preserving Norm Constraints in Flow-Matching Reinforcement Learning Paper • 2606.27771 • Published Jun 26 • 4
view article Article NEO-unify: Building Native Multimodal Unified Models End to End sensenova • Mar 5 • 174
V-JEPA 2 Collection A frontier video understanding model developed by FAIR, Meta, which extends the pretraining objectives of https://ai.meta.com/blog/v-jepa-yann • 8 items • Updated Jun 13, 2025 • 228
InterleaveThinker: Reinforcing Agentic Interleaved Generation Paper • 2606.13679 • Published Jun 11 • 84
From Pixels to Words -- Towards Native One-Vision Models at Scale Paper • 2605.28820 • Published May 27 • 76
SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture Paper • 2605.12500 • Published May 12 • 195
Tuna-2: Pixel Embeddings Beat Vision Encoders for Multimodal Understanding and Generation Paper • 2604.24763 • Published Apr 27 • 71
WorldMark: A Unified Benchmark Suite for Interactive Video World Models Paper • 2604.21686 • Published Apr 23 • 36 • 3
Prompt Relay: Inference-Time Temporal Control for Multi-Event Video Generation Paper • 2604.10030 • Published Apr 11 • 15