most citedSafe Multi-Agent Behavior Must Be Maintained, Not Merely Asserted: Constraint Drift in LLM-Based Multi-Agent Systems

6 citations · 11 across the 9 of their papers we have counts for

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cs.CV2026

CLARA: Clip-Level Multimodal Alignment with VLM-Derived Rationales for Hateful Video Detection

Yuchen Zhang, Shuang Dai, Zeyu Fu +3

Hateful video detection has become increasingly important with the rapid growth of video-centric social media platforms, given the serious risks that hate speech poses to both indi…

cs.CV2026

Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake Detection

Tianxiao Li, Zhenglin Huang, Haiquan Wen +10

Multimodal deepfakes are proliferating on social media and threaten authenticity, information integrity, and digital forensics. Existing benchmarks are constrained by their single-…

cs.CV2026

Towards Training-free Multimodal Hate Localisation with Large Language Models

Yueming Sun, Long Yang, Jianbo Jiao +1

The proliferation of hateful content in online videos poses severe threats to individual well-being and societal harmony. However, existing solutions for video hate detection eithe…

cs.CV2026

MultiHateLoc: Towards Temporal Localisation of Multimodal Hate Content in Online Videos

Qiyue Sun, Tailin Chen, Yinghui Zhang +4

The rapid growth of video content on platforms such as TikTok and YouTube has intensified the spread of multimodal hate speech, where harmful cues emerge subtly and asynchronously…

cs.CV2026

Training-Free and Interpretable Hateful Video Detection via Multi-stage Adversarial Reasoning

Shuonan Yang, Yuchen Zhang, Zeyu Fu

Hateful videos pose serious risks by amplifying discrimination, inciting violence, and undermining online safety. Existing training-based hateful video detection methods are constr…

cs.CV2025

Reasoning-Aware Multimodal Fusion for Hateful Video Detection

Shuonan Yang, Tailin Chen, Jiangbei Yue +3

Hate speech in online videos is posing an increasingly serious threat to digital platforms, especially as video content becomes increasingly multimodal and context-dependent. Exist…