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#policy-control News & Analysis

2 articles tagged with #policy-control. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv โ€“ CS AI ยท Apr 77/10
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How Alignment Routes: Localizing, Scaling, and Controlling Policy Circuits in Language Models

Researchers identified a sparse routing mechanism in alignment-trained language models where gate attention heads detect content and trigger amplifier heads that boost refusal signals. The study analyzed 9 models from 6 labs and found this routing mechanism distributes at scale while remaining controllable through signal modulation.

AIBullisharXiv โ€“ CS AI ยท Mar 37/107
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Conformal Policy Control

Researchers have developed a conformal policy control method that enables AI agents to safely explore new behaviors while maintaining strict safety constraints. The approach uses safe reference policies as probabilistic regulators to determine how aggressively new policies can act, providing finite-sample guarantees without requiring specific model assumptions or hyperparameter tuning.