Author

Yan-Hao Jia

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Review Open access Oct 2026

Vulnerabilities and Defenses in Audio-Visual Attacks: A Survey From Audio to Multimodal Models

With the rapid development of multimodal large language models (MLLMs) and the cost of large amounts of data and resources, researchers are more inclined to use public datasets and fine-tune open-source MLLMs to achieve excellent performance in audiovisual related tasks. While this trend accelerates progress, it also i...

Jin-Ming Wen, Xin-Yi Wu, Yuwen Li et al. · ACM Computing Surveys · 0 citations

#artificial intelligence Preprint Sep 2026

Qwen-Planner-Agent: A Closed-Loop AI-for-AI Framework for Real-World Mobile Planner Agents

The rapid progression of large language models is extending AI from passive content generation into the active workflows of engineering and scientific discovery. This shift raises a compelling question: can AI be both the object of development and an active participant in building next-generation AI systems? We explore...

Tingyu Qu, Wei-Gao Sun, Yuecheng Liu et al. · 0 citations

#machine learning Preprint Sep 2026

ProCredit: From Outcome Rewards to Progress Credit in Agentic Reinforcement Learning

Long-horizon agentic tasks require an agent to modify an environment through a sequence of tool calls, with success determined by the final state. The standard recipe assigns a single outcome reward at the end and compares trajectories sampled for the same task. As a result, a group with no successful trajectory yields...

Ming Ma, Yi Zhu, Yi-Ran Zhong et al. · 0 citations