Learning Native Reflection in Unified Models with Interleaved Reinforcement Learning Paper • 2609.35767 • Published 3 days ago • 39
UMM-Reflection Collection Learning Native Reflection in Unified Models: SFT and RL checkpoints of BAGEL-7B-MoT and the reflection-SFT data. • 3 items • Updated 3 days ago • 7
Uncovering Understanding-Generation Synergy in Native Unified Multimodal Models: From Representation, Task to System Paper • 2609.01607 • Published 30 days ago • 24
Code as Worlds: Agentic Discovery of Executable World Representations for Physical Reasoning Paper • 2608.27549 • Published Aug 27 • 50
Code as Worlds: Agentic Discovery of Executable World Representations for Physical Reasoning Paper • 2608.27549 • Published Aug 27 • 50
VBVR-Pro: A Scalable and Verifiable Suite for Native Visual Reasoning Paper • 2608.26105 • Published Aug 26 • 191
V-Rubrics: Visual Faithfulness via Rubric-Based Reinforcement Learning Paper • 2608.25580 • Published Aug 26 • 16
HarnessEval-W: Agentifying the Evaluation of Visual Worlds Paper • 2608.16859 • Published Aug 17 • 122
AURORA-LM: Autoencoding Unified Representation for Continuous-Latent Diffusion Language Modeling Paper • 2608.02602 • Published Aug 3 • 85
ACE-Data-0: Human-Centric Ambient Capture as Embodied Data Engine Paper • 2607.28625 • Published Jul 30 • 47
ACE-Data-0: Human-Centric Ambient Capture as Embodied Data Engine Paper • 2607.28625 • Published Jul 30 • 47
Apple-$π$: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence Paper • 2607.16401 • Published Jul 17 • 45
S-Agent: Spatial Tool-Use Elicits Reasoning for Spatial Intelligence Paper • 2606.20515 • Published Jun 18 • 42
SpatialBench: Is Your Spatial Foundation Model an All-Round Player? Paper • 2605.27367 • Published May 26 • 70
PhysX-Omni: Unified Simulation-Ready Physical 3D Generation for Rigid, Deformable, and Articulated Objects Paper • 2605.21572 • Published May 20 • 54
AnchoredDream: Zero-Shot 360° Indoor Scene Generation from a Single View via Geometric Grounding Paper • 2601.16532 • Published Jan 23