most citedUniVA: Universal Video Agent towards Open-Source Next-Generation Video Generalist

1 citations · 1 across the 7 of their papers we have counts for

collaborators

9 papers

cs.CV2026

SCOPE: Semantic Bounded Credit Optimization for Prompt Engineering in Text-to-image Generation

Yufei Jiao, Jinfa Huang, Zeyue Xue +5

Reinforcement learning (RL) enables language models to improve text-to-image (T2I) generation by rewriting prompts for a frozen image generator. Existing methods typically apply a…

cs.CV2026

WaveZip: Wavelet-Driven Space-Time Decoupling for Video Token Condensation

Yuhui Zeng, Wang Chen, Jinfa Huang +5

Existing Large Vision-Language Models (LVLMs) struggle with long-form video understanding due to the quadratic computational cost of visual tokens. While recent efficient methods a…

cs.CV2026

Audio-Visual Intelligence in Large Foundation Models

You Qin, Kai Liu, Shengqiong Wu +12

Audio-Visual Intelligence (AVI) has emerged as a central frontier in artificial intelligence, bridging auditory and visual modalities to enable machines that can perceive, generate…

cs.AI2026

SocialOmni: Benchmarking Audio-Visual Social Interactivity in Omni Models

Tianyu Xie, Jinfa Huang, Yuexiao Ma +11

Evaluating omni-modal large language models (OLMs) in multi-party dialogue requires more than answer correctness on pre-segmented inputs. We introduce SocialOmni, an offline diagno…

cs.CV2026

JavisDiT++: Unified Modeling and Optimization for Joint Audio-Video Generation

Kai Liu, Yanhao Zheng, Kai Wang +7

AIGC has rapidly expanded from text-to-image generation toward high-quality multimodal synthesis across video and audio. Within this context, joint audio-video generation (JAVG) ha…

cs.CV2025★ 1 cited

UniVA: Universal Video Agent towards Open-Source Next-Generation Video Generalist

Zhengyang Liang, Daoan Zhang, Huichi Zhou +8

While specialized AI models excel at isolated video tasks like generation or understanding, real-world applications demand complex, iterative workflows that combine these capabilit…

cs.CV2025

Dr.V: A Hierarchical Perception-Temporal-Cognition Framework to Diagnose Video Hallucination by Fine-grained Spatial-Temporal Grounding

Meng Luo, Shengqiong Wu, Liqiang Jing +12

Recent advancements in large video models (LVMs) have significantly enhance video understanding. However, these models continue to suffer from hallucinations, producing content tha…

cs.CV2025

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Yaoting Wang, Shengqiong Wu, Yuecheng Zhang +4

By extending the advantage of chain-of-thought (CoT) reasoning in human-like step-by-step processes to multimodal contexts, multimodal CoT (MCoT) reasoning has recently garnered si…

cs.CV2025

JavisDiT: Joint Audio-Video Diffusion Transformer with Hierarchical Spatio-Temporal Prior Synchronization

Kai Liu, Wei Li, Lai Chen +8

This paper introduces JavisDiT, a novel Joint Audio-Video Diffusion Transformer designed for synchronized audio-video generation (JAVG). Based on the powerful Diffusion Transformer…