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S. Ulukus

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Preprint Aug 2026

Chained Recursive Language Models for Multi-Iteration Reasoning

This work proposes Chained Recursive Language Models (Chained RLM), an inference-time architecture, in which the same underlying model is called repeatedly as a sequence of fresh reasoning roots, and studies when fresh-context artifact continuation gives a measurable gain in accuracy over direct LLM answering even with recursive tool-calling.

Purbesh Mitra, S. Ulukus · 0 citations

Preprint Aug 2026

Dependency Triad: A Metric to Quantify the Dependencies Between Attributes for Local Differential Privacy

A novel metric, ``Dependency Triad''(DT), is proposed, which summarizes the pairwise dependency information relevant to CPL using three parameters and yields a conservative estimator of pairwise CPL, which is particularly suitable for high-cardinality attributes.

Sandaru Jayawardana, S. Ulukus, Ming Ding et al. · 0 citations