LifeMem: Enabling Lifelong Experience Reuse for LLM Agents
Results show that LifeMem enables effective experience reuse in lifelong learning, achieving both reduced forgetting on learned tasks and superior cross-task transfer.
AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Results show that LifeMem enables effective experience reuse in lifelong learning, achieving both reduced forgetting on learned tasks and superior cross-task transfer.
VGEBench is introduced, a comprehensive benchmark designed to evaluate the generalizable visually grounded exploration capabilities of VLMs, and a Logic-Driven State Machine framework is constructed, which simulates multi-turn interaction loops, compelling agents to achieve goals by active visual perception and feedbac...
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