Author

Li Li

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Review Sep 2026

Joint and Cross-Modal Video-Audio Generation and Editing: A Unified Formulation and Design Taxonomy

Video and audio are perceived together, yet most generative models treat them in isolation. We examine methods that model the two modalities jointly, generate one from the other, or edit them in a coupled manner, organized around a single question: how is the output kept coherent across modalities in time and semantics...

Abhinav Sharma, S. Navuluru, Wang Wei et al. · 0 citations

#artificial intelligence Mar 2026

The Autonomy Tax: Defense Training Breaks LLM Agents

These findings demonstrate that current defense paradigms optimize for single-turn refusal benchmarks while rendering multi-step agents fundamentally unreliable, necessitating new approaches that preserve tool execution competence under adversarial conditions.

Li Li, Yue Zhao · arXiv.org · 8 citations