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20242026
most citedVideoMark: A Distortion-Free Robust Watermarking Framework for Video Diffusion Models

2 citations · 4 across the 15 of their papers we have counts for

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cs.CR2025

MarkDiffusion: An Open-Source Toolkit for Generative Watermarking of Latent Diffusion Models

Leyi Pan, Sheng Guan, Zheyu Fu +9

We introduce MarkDiffusion, an open-source Python toolkit for generative watermarking of latent diffusion models. It comprises three key components: a unified implementation framew…

cs.CL2025

KnowMT-Bench: Benchmarking Knowledge-Intensive Long-Form Question Answering in Multi-Turn Dialogues

Junhao Chen, Yu Huang, Siyuan Li +7

Multi-Turn Long-Form Question Answering (MT-LFQA) is a key application paradigm of Large Language Models (LLMs) in knowledge-intensive domains. However, existing benchmarks are lim…

cs.CV2025

MOSS-ChatV: Reinforcement Learning with Process Reasoning Reward for Video Temporal Reasoning

Sicheng Tao, Jungang Li, Yibo Yan +8

Video reasoning has emerged as a critical capability for multimodal large language models (MLLMs), requiring models to move beyond static perception toward coherent understanding o…

cs.CV2025

Video Signature: Implicit Watermarking for Video Diffusion Models

Yu Huang, Junhao Chen, Shuliang Liu +6

The rapid development of Artificial Intelligence Generated Content (AIGC) has led to significant progress in video generation, but also raises serious concerns about intellectual p…

cs.CV2025

RTV-Bench: Benchmarking MLLM Continuous Perception, Understanding and Reasoning through Real-Time Video

Shuhang Xun, Sicheng Tao, Jungang Li +11

Multimodal Large Language Models (MLLMs) have made rapid progress in perception, understanding, and reasoning, yet existing benchmarks fall short in evaluating these abilities unde…

cs.CR2025★ 2 cited

VideoMark: A Distortion-Free Robust Watermarking Framework for Video Diffusion Models

Xuming Hu, Hanqian Li, Jungang Li +5

This work introduces \textbf{VideoMark}, a distortion-free robust watermarking framework for video diffusion models. As diffusion models excel in generating realistic videos, relia…

cs.IR2025

HyperG: Hypergraph-Enhanced LLMs for Structured Knowledge

Sirui Huang, Hanqian Li, Yanggan Gu +3

Given that substantial amounts of domain-specific knowledge are stored in structured formats, such as web data organized through HTML, Large Language Models (LLMs) are expected to…