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Zhiqian Lin

4 accepted papers

2026

Phased DMD: Few-step Distribution Matching Distillation via Score Matching within Subintervals

CVPR 2026

Distribution Matching Distillation (DMD) distills score-based generative models into efficient one-step generators, without requiring a one-to-one correspondence with the sampling trajectories of their teachers. Yet, the limited capacity of one-step distilled models compromises generative diversity

Cited by 0SourcecodeScholar
2026

Scaling Spatial Intelligence with Multimodal Foundation Models

CVPR 2026

Despite remarkable progress, multimodal foundation models still exhibit surprising deficiencies in spatial intelligence. In this work, we explore scaling up multimodal foundation models to cultivate spatial intelligence within the SenseNova-SI family, built upon established multimodal foundations in

Cited by 0SourcecodeScholar
2025

SOLAMI: Social Vision-Language-Action Modeling for Immersive Interaction with 3D Autonomous Characters

CVPR 2025poster

Human beings are social animals. How to equip 3D autonomous characters with similar social intelligence that can perceive, understand and interact with humans remains an open yet foundamental problem. In this paper, we introduce SOLAMI, the first end-to-end Social vision-Language-Action (VLA) Modeli…

Cited by 2SourcePDFScholar
2024

UniTalker: Scaling up Audio-Driven 3D Facial Animation through A Unified Model

ECCV 2024poster

"Audio-driven 3D facial animation aims to map input audio to realistic facial motion. Despite significant progress, limitations arise from inconsistent 3D annotations, restricting previous models to training on specific annotations and thereby constraining the training scale. In this work, we presen…