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Maximum Strong Independent Sets in Hypergraphs: Reductions, Bounds, and Greedy Certificates

arXiv cs.LG ↗ · 2026-09-17 Cached

This paper studies the maximum strong independent set problem in hypergraphs, developing reductions, bounds, and a greedy algorithm with applications to deduplication tasks.

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#greedy-algorithms

Structured Transforms for Low-Overhead Quantization of Language Models

arXiv cs.CL ↗ · 2026-09-11 Cached

This paper revisits Kashin-decomposition-based weight quantization for large language models and proposes an improved algorithm using structured orthogonal transforms, reducing computational cost and ensuring numerical stability compared to methods like OPTQ and QuIP.

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Mixture of Complementary Agents for Robust LLM Ensemble

arXiv cs.LG ↗ · 2026-05-26 Cached

Proposes a framework for selecting complementary LLMs as proposers in ensemble systems, reformulating proposer selection as a combinatorial problem and exploring greedy algorithms for efficient performance-cost trade-offs.

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