#training-methods2 articles

2 articles

AIBullisharXiv – CS AI · 6h ago1

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ProductResearch: Training E-Commerce Deep Research Agents via Multi-Agent Synthetic Trajectory Distillation

Researchers developed ProductResearch, a multi-agent AI framework that creates synthetic training data to improve e-commerce shopping agents. The system uses multiple AI agents to generate comprehensive product research trajectories, with experiments showing a compact model fine-tuned on this synthetic data significantly outperforming base models in shopping assistance tasks.

AIBullisharXiv – CS AI · 6h ago1

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CoME: Empowering Channel-of-Mobile-Experts with Informative Hybrid-Capabilities Reasoning

Researchers introduce Channel-of-Mobile-Experts (CoME), a new AI agent architecture that uses four specialized experts to handle different reasoning stages for mobile device automation. The system employs progressive training strategies and information gain-driven optimization to improve mobile agent performance on complex tasks.