Geometry-Guided Reinforcement Learning for Multi-view Consistent 3D Scene Editing

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[1]
Variation-aware Flexible 3D Gaussian Editing
2026Hao Qin, Yukai Sun et al.
[2]
SceneReVis: A Self-Reflective Vision-Grounded Framework for 3D Indoor Scene Synthesis via Multi-turn RL
2026Yang Zhao, Shizhao Sun et al.
[3]
CoRe3D: Collaborative Reasoning as a Foundation for 3D Intelligence
2025Tianjiao Yu, Xinzhuo Li et al.
[4]
Are We Ready for RL in Text-to-3D Generation? A Progressive Investigation
2025Yiwen Tang, Zoey Guo et al.
[5]
ReasonEdit: Towards Reasoning-Enhanced Image Editing Models
2025Fukun Yin, Shiyu Liu et al.
[6]
NANO3D: A Training-Free Approach for Efficient 3D Editing Without Masks
2025Junliang Ye, Shenghao Xie et al.
[7]
VoxHammer: Training-Free Precise and Coherent 3D Editing in Native 3D Space
2025Lin Li, Zehuan Huang et al.
[8]
Tinker: Diffusion's Gift to 3D-Multi-View Consistent Editing From Sparse Inputs without Per-Scene Optimization
2025Canyu Zhao, Xiaoman Li et al.
[9]
MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE
2025Junzhe Li, Yutao Cui et al.
[10]
Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
2025Gheorghe Comanici, Eric Bieber et al.
[11]
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2025Qingming Liu, Zhen Liu et al.
[12]
FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space
2025Black Forest Labs, Stephen Batifol et al.
[13]
ReSpace: Text-Driven 3D Indoor Scene Synthesis and Editing with Preference Alignment
2025Martin JJ. Bucher, Iro Armeni
[14]
Flow-GRPO: Training Flow Matching Models via Online RL
2025Jie Liu, Gongye Liu et al.
[15]
Step1X-Edit: A Practical Framework for General Image Editing
2025Shiyu Liu, Yucheng Han et al.
[16]
GaussEdit: Adaptive 3D Scene Editing With Text and Image Prompts
2025Zhenyu Shu, Junlong Yu et al.
[17]
MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse
2025Zhenyu Pan, Han Liu
[18]
EditSplat: Multi-View Fusion and Attention-Guided Optimization for View-Consistent 3D Scene Editing with 3D Gaussian Splatting
2024Dong In Lee, Hyeongcheol Park et al.
[19]
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2024Eyal Gomel, Lior Wolf
[20]
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Showing 20 of 51 references

Founder's Pitch

"Single-pass RL framework for multi-view consistent 3D scene editing using VGGT priors."

3D EditingScore: 7View PDF ↗

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0-10 scale

High Potential

1/4 signals

2.5

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2/4 signals

5

Series A Potential

3/4 signals

7.5

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