works on

From the 1 of 17 linked papers with an AI index.

activity
20242026
collaborators

17 papers

cs.CV2026

MASS: Multiplayer World Models with Authoritative Shared State

Ziqi Cai, Siqi Yang, Yimu Wang +6

Current video world models struggle in multiplayer environments because they entangle world state with view-dependent visual latents, leading to redundant compute, view inconsisten…

cs.CV2026

MAVIN: Multi-Shot Audio-Visual Generation with Customized Narrative Control

Kaiqi Liu, Yunyao Mao, Ziqi Cai +8

MAVIN is a framework for generating multi-shot audio‑visual content with fine‑grained narrative control, using boundary‑aware attention to align temporal segments and ID‑aware prop…

cs.CV2026

Video Generation Models Are Inherent Lighting Estimators

Ziqi Cai, Shuchen Weng, Kaiqi Liu +5

Recovering dynamic environment maps from a single in-the-wild video is crucial for photorealistic rendering, yet remains a challenge. Recent video generation models can produce pho…

cs.CV2026

MotionVLA: Vision-Language-Action Model for Humanoid Motion

Nonghai Zhang, Siyu Zhai, Yanjun Li +5

Generating realistic humanoid motion from scene images and text involves both low-frequency pose semantics and high-frequency physical dynamics. However, many existing methods toke…

cs.CV2026

InstructAV2AV: Instruction-Guided Audio-Video Joint Editing

Haojie Zheng, Yixin Yang, Siqi Yang +2

Recent diffusion-based methods have achieved impressive progress in video content manipulation. However, they typically ignore the accompanying audio, leaving the audio disjointed…

cs.CV2026

AVI-Edit: Audio-sync Video Instance Editing with Granularity-Aware Mask Refiner

Haojie Zheng, Shuchen Weng, Jingqi Liu +3

Recent advancements in video generation highlight that realistic audio-visual synchronization is crucial for engaging content creation. However, existing video editing methods larg…