#adaptive-ai2 articles

2 articles

AIBullisharXiv – CS AI · 4h ago4

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FlexGuard: Continuous Risk Scoring for Strictness-Adaptive LLM Content Moderation

Researchers introduce FlexGuard, a new AI content moderation system that provides continuous risk scoring instead of binary decisions, allowing platforms to adapt moderation strictness as needed. The system addresses limitations of existing guardrail models that break down when content moderation requirements change across platforms or over time.

AIBullisharXiv – CS AI · 4h ago5

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Context and Diversity Matter: The Emergence of In-Context Learning in World Models

Researchers investigate in-context learning (ICL) in world models, identifying two core mechanisms - environment recognition and environment learning - that enable AI systems to adapt to new configurations. The study provides theoretical error bounds and empirical evidence showing that diverse environments and long context windows are crucial for developing self-adapting world models.