Author

Hyunji Yi

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#artificial intelligence Apr 2026

Comparative Characterization of KV Cache Management Strategies for LLM Inference

This work conducts an empirical study of three state-of-the-art KV cache management frameworks: vLLM, InfiniGen, and H2O, revealing the most suitable selection and configuration of KV cache strategies under memory and performance constraints.

Oteo Mamo, Olga Kogiou, Hyunji Yi et al. · arXiv.org · 1 citation

Jul 2026

SALT: Salience-Aware Lexical Trie for Long-Context Compression

SALT, a model-agnostic extractive framework that organizes per-sentence keywords into a trie ordered by sentence frequency (SF), a lightweight, reusable proxy for document thematic structure, reduces the prefill computation and memory cost of long-context prompts while remaining composable with KV-cache methods that ta...

Oteo Mamo, Hyunji Yi, Joydhriti Choudhury et al. · arXiv.org · 0 citations