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Affiliation:, Huawei Technologies
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AI agents may ace endpoint identification but falter in delivering the evidence-based diagnostics essential for real-world telecom troubleshooting.
A-HPO significantly boosts reward acquisition in sparse-reward RL by adaptively balancing positive and negative advantage signals, outperforming GRPO, GSPO, and SAPO, especially in the critical early stages of training.
