Adaptive Computation

AcuRank: Uncertainty-Aware Adaptive Computation for Listwise Reranking

Adaptive listwise reranking that dynamically adjusts both the amount and target of computation via iterative Bayesian TrueSkill relevance estimation - ___[NeurIPS 2025](https://neurips.cc)___

MacRAG: Compress, Slice, and Scale-up for Multi-Scale Adaptive Context RAG

Hierarchical RAG framework that compresses and partitions documents at multiple scales to address imprecise retrieval and fragmented context in long-context LLMs