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functional-algorithms

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meghanmane84 / LLM-Manifold-Based-Compression-Techniques

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Research code for LLM Compression using Functional Algorithms, exploring stratified manifold learning, clustering, and compression techniques. Experiments span synthetic datasets (Swiss Roll, Manifold Singularities) and real-world text embeddings (DBpedia-14). The goal is to preserve semantic structure while reducing model complexity.

clustering cuda embeddings pruning quantization manifold-learning topological-data-analysis hdbscan spectral-clustering stratification functional-algorithms llm-compression classical-clustering
  • Updated Sep 12, 2025
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