Mutian Xu

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upvoted a paper 28 days ago

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

Paper • 2606.20515 • Published 29 days ago • 41

upvoted a paper 29 days ago

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

Paper • 2606.15236 • Published about 1 month ago • 22

upvoted a paper about 1 month ago

Direct 3D-Aware Object Insertion via Decomposed Visual Proxies

Paper • 2606.06601 • Published Jun 4 • 26

upvoted 3 papers about 2 months ago

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

Paper • 2605.28820 • Published May 27 • 76

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

Paper • 2605.27367 • Published May 26 • 72

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

Paper • 2605.21572 • Published May 20 • 55

upvoted a paper 2 months ago

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

Paper • 2605.12500 • Published May 12 • 194

upvoted an article 3 months ago

view article

Article

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

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sensenova

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Mar 5

• 168

upvoted a paper 3 months ago

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

Paper • 2604.05015 • Published Apr 6 • 236

upvoted 6 papers 4 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

Demystifing Video Reasoning

Paper • 2603.16870 • Published Mar 17 • 373

HSImul3R: Physics-in-the-Loop Reconstruction of Simulation-Ready Human-Scene Interactions

Paper • 2603.15612 • Published Mar 16 • 153

upvoted a paper 5 months ago

Demo-ICL: In-Context Learning for Procedural Video Knowledge Acquisition

Paper • 2602.08439 • Published Feb 9 • 28

upvoted a paper 6 months ago

DynamicVLA: A Vision-Language-Action Model for Dynamic Object Manipulation

Paper • 2601.22153 • Published Jan 29 • 75

upvoted 2 papers 7 months ago

The Prism Hypothesis: Harmonizing Semantic and Pixel Representations via Unified Autoencoding

Paper • 2512.19693 • Published Dec 22, 2025 • 68

LoFA: Learning to Predict Personalized Priors for Fast Adaptation of Visual Generative Models

Paper • 2512.08785 • Published Dec 9, 2025 • 1

upvoted a paper 12 months ago

Stable-Sim2Real: Exploring Simulation of Real-Captured 3D Data with Two-Stage Depth Diffusion

Paper • 2507.23483 • Published Jul 31, 2025 • 1