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#dynamic-computation

MACRO: Markov Chain Routing of Transformer Layers

arXiv cs.CL · 2d ago Cached

MACRO is a framework that learns task-specific execution routes over frozen LLM layers using Markov chain-based routing, improving reasoning accuracy without modifying model weights. It outperforms prior routing approaches while reducing search time significantly.

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#dynamic-computation

Dynamic-in-Few-Step: Unifying Dynamic Computation and Few-Step Distillation for Efficient Video Generation

arXiv cs.AI · 2026-07-09 Cached

The paper proposes a post-training acceleration framework for video diffusion models that integrates dynamic structural sparsification with few-step distillation, achieving significant speedup while maintaining quality.

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#dynamic-computation

Neural Bayesian Sequential Routing

arXiv cs.LG · 2026-05-27 Cached

Introduces Neural Bayesian Sequential Routing (NBSR), a framework that models neural inference as sequential evidence accumulation over a DAG using Dirichlet-Categorical conjugate updates, enabling uncertainty quantification, early exiting, and resource-rational inference.

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