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20242026
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cs.CV2026

Beyond the Eye: Efficient Multimodal Reasoning via Self-Regulated Implicit Visual Tools

Xiuwei Chen, Quanlin Chen, Wentao Hu +8

Recent multimodal large language models (MLLMs) have made remarkable progress on fine-grained perception tasks under the "Thinking with Images" (TwI) paradigm by iteratively perfor…

cs.CV2026

PhysEditWorld: A Large-Scale Dataset Toward Physics-Editable World Models

Bin Hu, Yanwen Ma, Jiehui Huang +14

Recent game world models can synthesize visually plausible, action-conditioned rollouts. However, their interaction behaviors often remain limited to exploratory or wandering traje…

cs.CV2026

ERGO: Excess-Risk-Guided Optimization for High-Fidelity Monocular 3D Gaussian Splatting

Zehua Ma, Hanhui Li, Zhenyu Xie +4

Generating 3D content from a single image remains a fundamentally challenging and ill-posed problem due to the inherent absence of geometric and textural information in occluded re…

cs.CV2025

ProPhy: Progressive Physical Alignment for Dynamic World Simulation

Zijun Wang, Panwen Hu, Jing Wang +7

Recent advances in video generation have shown remarkable potential for constructing world simulators. However, current models still struggle to produce physically consistent resul…

cs.CV2025

LaVieID: Local Autoregressive Diffusion Transformers for Identity-Preserving Video Creation

Wenhui Song, Hanhui Li, Jiehui Huang +5

In this paper, we present LaVieID, a novel \underline{l}ocal \underline{a}utoregressive \underline{vi}d\underline{e}o diffusion framework designed to tackle the challenging \underl…

cs.CV2025

SyncLoop: A Multimodal Dual-Loop Framework for Self-Improving Mathematical Reasoning

Xiuwei Chen, Wentao Hu, Hanhui Li +9

Recent advances in multimodal large language models (MLLMs) have shown impressive reasoning capabilities. However, further enhancing existing MLLMs necessitates high-quality vision…