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#constraint-learning News & Analysis

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

2 articles
AIBullisharXiv – CS AI · 2d ago7/10
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Learning and Enforcing Context-Sensitive Control for LLMs

Researchers introduce a framework that automatically learns context-sensitive constraints from LLM interactions, eliminating the need for manual specification while ensuring perfect constraint adherence during generation. The method enables even 1B-parameter models to outperform larger models and state-of-the-art reasoning systems in constraint-compliant generation.

AINeutralarXiv – CS AI · Mar 27/1013
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Learning to maintain safety through expert demonstrations in settings with unknown constraints: A Q-learning perspective

Researchers propose SafeQIL, a new Q-learning algorithm that learns safe policies from expert demonstrations in constrained environments where safety constraints are unknown. The approach balances maximizing task rewards while maintaining safety by learning from demonstrated trajectories that successfully complete tasks without violating hidden constraints.