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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.
Over 96% of real-world MCP servers using OAuth for authentication suffer from dynamic client registration flaws, potentially leading to sensitive information leakage and account takeover.
