Mutian Xu

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upvoted a paper 6 days ago

SenseNova-U1.5: Towards Native Unified Visual Intelligence

Paper • 2609.11929 • Published 7 days ago • 259

upvoted a paper 8 days ago

CosmoH2G: A Hand-to-Gripper Transfer Dataset and Baseline Method for Object Manipulation with Complex Spatial Movements

Paper • 2609.07498 • Published 10 days ago • 35

upvoted 2 papers 14 days ago

VBVR-Pro: A Scalable and Verifiable Suite for Native Visual Reasoning

Paper • 2608.26105 • Published 22 days ago • 271

Uncovering Understanding-Generation Synergy in Native Unified Multimodal Models: From Representation, Task to System

Paper • 2609.01607 • Published 16 days ago • 24

upvoted 3 papers about 1 month ago

Apple-π: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence

Paper • 2607.16401 • Published Jul 17 • 45

ACE-Data-0: Human-Centric Ambient Capture as Embodied Data Engine

Paper • 2607.28625 • Published Jul 30 • 47

AURORA-LM: Autoencoding Unified Representation for Continuous-Latent Diffusion Language Modeling

Paper • 2608.02602 • Published Aug 3 • 83

upvoted 3 papers 3 months ago

S-Agent: Spatial Tool-Use Elicits Reasoning for Spatial Intelligence

Paper • 2606.20515 • Published Jun 18 • 42

Show the Signal, Hide the Noise: Spectral Forcing for Pixel-Space Diffusion

Paper • 2606.15236 • Published Jun 16 • 22

Direct 3D-Aware Object Insertion via Decomposed Visual Proxies

Paper • 2606.06601 • Published Jun 4 • 26

upvoted 4 papers 4 months ago

From Pixels to Words -- Towards Native One-Vision Models at Scale

Paper • 2605.28820 • Published May 27 • 77

SpatialBench: Is Your Spatial Foundation Model an All-Round Player?

Paper • 2605.27367 • Published May 26 • 74

PhysX-Omni: Unified Simulation-Ready Physical 3D Generation for Rigid, Deformable, and Articulated Objects

Paper • 2605.21572 • Published May 20 • 56

SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture

Paper • 2605.12500 • Published May 12 • 199

upvoted an article 5 months ago

view article

Article

NEO-unify: Building Native Multimodal Unified Models End to End

• 

sensenova

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Mar 5

• 181

upvoted a paper 5 months ago

Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding

Paper • 2604.05015 • Published Apr 6 • 236

upvoted 4 papers 6 months ago

MonoArt: Progressive Structural Reasoning for Monocular Articulated 3D Reconstruction

Paper • 2603.19231 • Published Mar 19 • 37

Bridging Semantic and Kinematic Conditions with Diffusion-based Discrete Motion Tokenizer

Paper • 2603.19227 • Published Mar 19 • 42

VLANeXt: Recipes for Building Strong VLA Models

Paper • 2602.18532 • Published Feb 20 • 52

Kinema4D: Kinematic 4D World Modeling for Spatiotemporal Embodied Simulation

Paper • 2603.16669 • Published Mar 17 • 70