1 citations · 1 across the 4 of their papers we have counts for
5 papers
How to Tame a Multi-Headed Hydra? Adaptive Multi-Category Safety Steering for Large Language Models
Chenxi Wang, Ruiyang Huang, Li Huang +1
As large language models (LLMs) become increasingly widespread, preventing unsafe responses to harmful prompts is essential for their safe deployment. Activation steering offers an…
Plans You Can Check: Verifier-Grounded Learning of an Open-Weight Planner for Executable Video-Editing
Haoyu Wang, Cheng Feng, Liuyang Bian +5
Practical video editing is not only pixel generation: an editor must turn a brief, a clip pool, music metadata, and hard constraints into an executable timeline. We study this deci…
From Physics to Representation: Audio Learning with Synthetic Pre-training via Procedural Generation
Fengrui Liu, Ruiyang Huang, Qijian Zheng +2
Self-supervised learning advances audio representation for multimedia analysis. However, prevailing data-centric approaches rely on massive real-world corpora, increasing training…
Out of Sight, Not Out of Mind: Unveiling Latent Attack in Latent-based Multi-Agent Systems
Chenxi Wang, Ruiyang Huang, Jiayan Sun +2
Latent-based multi-agent systems replace parts of explicit inter-agent communication with hidden representations, offering a new direction for efficient and flexible agent collabor…
Criticality-Based Dynamic Topology Optimization for Enhancing Aerial-Marine Swarm Resilience
Ruiyang Huang, Haocheng Wang, Yixuan Shen +4
Heterogeneous marine-aerial swarm networks encounter substantial difficulties due to targeted communication disruptions and structural weaknesses in adversarial environments. This…