collaborators

5 papers

cs.AI2026

ORAgentBench: Can LLM Agents Solve Challenging Operations Research Tasks End to End?

Jiajun Li, Mingshu Cai, Yixuan Li +5

Large language models are increasingly deployed as autonomous agents for multi-step tasks in executable environments, yet their ability to perform realistic operations research (OR…

cs.CV2026

KGEdit: Ambiguity-Aware Knowledge Graphs for Training-Free Precise Video Generation and Editing

Mingshu Cai, Miao Zhang, Chenghe Yang +3

In recent years, training-free video generation has progressed remarkably. However, when handling complex textual instructions, existing methods still suffer from semantic ambiguit…

cs.CV2026

Where, What, Why: Toward Explainable 3D-GS Watermarking

Mingshu Cai, Jiajun Li, Osamu Yoshie +2

As 3D Gaussian Splatting becomes the de facto representation for interactive 3D assets, robust yet imperceptible watermarking is critical. We present a representation-native framew…

cs.CV2026

FluencyVE: Marrying Temporal-Aware Mamba with Bypass Attention for Video Editing

Mingshu Cai, Yixuan Li, Osamu Yoshie +1

Large-scale text-to-image diffusion models have achieved unprecedented success in image generation and editing. However, extending this success to video editing remains challenging…

cs.CV2025

Multi-Attribute guided Thermal Face Image Translation based on Latent Diffusion Model

Mingshu Cai, Osamu Yoshie, Yuya Ieiri

Modern surveillance systems increasingly rely on multi-wavelength sensors and deep neural networks to recognize faces in infrared images captured at night. However, most facial rec…