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#temporal-logic News & Analysis

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

2 articles
AIBullisharXiv – CS AI Β· Mar 57/10
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Safety Guardrails for LLM-Enabled Robots

Researchers developed RoboGuard, a two-stage safety architecture to protect LLM-enabled robots from harmful behaviors caused by AI hallucinations and adversarial attacks. The system reduced unsafe plan execution from over 92% to below 3% in testing while maintaining performance on safe operations.

AIBullisharXiv – CS AI Β· Mar 35/105
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Integrating LTL Constraints into PPO for Safe Reinforcement Learning

Researchers developed PPO-LTL, a new framework that integrates Linear Temporal Logic safety constraints into Proximal Policy Optimization for safer reinforcement learning. The system uses BΓΌchi automata to monitor safety violations and converts them into penalty signals, showing reduced safety violations while maintaining competitive performance in robotics environments.