Novel algorithms optimizing the trade-off between exploring unknown options and exploiting known rewards have improved the autonomy of agents in decision-making. Enhanced exploration strategies empower agents to discover novel opportunities and solutions without external guidance, a fundamental aspect of agentic independence.
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