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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Yuanhao Yue

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2 papers indexed here

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Book Open access Aug 2026

Self-Evolutionary Reinforced Knowledge Distillation for Multi-Modal Tool-Use Agents

A two-stage self-evolutionary knowledge distillation framework that equips small MLLMs with robust and adaptive tool-use behaviors and introduces weighted semantic objectives and iteratively expand competence through error-driven optimization, hybrid experience replay, and group-relative policy refinement with multi-di...

Lei Shen, Cheng-Yu Wang, Yuanjie Lyu et al. · 0 citations
Book Open access Aug 2026

Self-Evolutionary Reinforced Knowledge Distillation for Multi-Modal Tool-Use Agents

Autonomous multi-modal agents are increasingly important in real-world applications due to their ability to reason about complex environments and orchestrate tool use. However, deploying multi-modal large language models (MLLMs) for tool use is often constrained by computational cost and inference latency, creating a p...

Lei Shen, Chengyu Wang, Yuanjie Lyu et al. · 0 citations

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