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#adaptive-computation News & Analysis

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

2 articles
AIBullisharXiv – CS AI · Mar 176/10
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Thinking in Latents: Adaptive Anchor Refinement for Implicit Reasoning in LLMs

Researchers introduce AdaAnchor, a new AI reasoning framework that performs silent computation in latent space rather than generating verbose step-by-step reasoning. The system adaptively determines when to stop refining its internal reasoning process, achieving up to 5% better accuracy while reducing token generation by 92-93% and cutting refinement steps by 48-60%.

AIBullisharXiv – CS AI · Mar 37/105
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DynaMoE: Dynamic Token-Level Expert Activation with Layer-Wise Adaptive Capacity for Mixture-of-Experts Neural Networks

Researchers introduce DynaMoE, a new Mixture-of-Experts framework that dynamically activates experts based on input complexity and uses adaptive capacity allocation across network layers. The system achieves superior parameter efficiency compared to static baselines and demonstrates that optimal expert scheduling strategies vary by task type and model scale.