activity
20232026
most citedSCAIL: Towards Studio-Grade Character Animation via In-Context Learning of 3D-Consistent Pose Representations

1 citations · 1 across the 8 of their papers we have counts for

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cs.CV2026

WorldCast: Exploring Intelligent Visual Generation in World State Prediction

Wenhao Yan, Haodong Li, Xiaotong Li +9

Humans interpret multimodal observations of the world and forecast how it will evolve. Recent multimodal generative systems have demonstrated similar capabilities: they can integra…

cs.LG2026

How Much Regularization Survives Averaging? Update Masking in Federated Learning

Wenhao Yan, Fu Kuroda, Yucheng Jin +1

Federated learning on non-IID data seeks flat minima to generalize across clients, and existing methods borrow sharpness-aware minimization from centralized training. There is a se…

cs.CV2026

AutoDesign: Meta-Harness Optimization for Long-Horizon Agentic Design

Yaxin Luo, Haobin Jiang, Jialv Zou +11

Transforming multimodal sources into condensed and structured media outputs can be fundamentally conceptualized as a long-horizon agentic process centered on a model-harness system…

cs.CV2026

VideoCoCo: Code-as-CoT for Physically-Consistent Video Generation via an Agentic Dual-Engine System

Haodong Li, Tianfei Ren, Xiaoxiao Ma +25

Text-to-video models have achieved remarkable visual quality, yet they still struggle to generate physically consistent dynamics because the temporal evolution of a scene must be i…

cs.CV2026

SCAIL-2: Unifying Controlled Character Animation with End-to-End In-Context Conditioning

Wenhao Yan, Fengjia Guo, Zhuoyi Yang +1

Controlled character animation aims to transfer motion from a driving sequence to a reference character. Prior works heavily rely on intermediate representations, such as pose skel…