Author

Atta Ul Asad

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#artificial intelligence Preprint Oct 2026

Monte Carlo Estimation for KV Cache Eviction

This work casts fixed-budget future-aware eviction as distributional estimation over plausible model-conditional query trajectories and introduces LORE-KV (Lookahead Output-perturbation with Reliability-weighted Ensembles for Key-Value caches), a training-free method that samples short autoregressive continuations from...

Ahsan Bilal, Muhammad Ahmed Mohsin, Muhammad Umer et al. · 1 citation

#natural language process... Preprint Aug 2026

Faithfulness Is Not Free: Auditing Offline KV-Cache Quantization in Retrieval-Augmented Generation

This work evaluates Qwen2.5-7B-Instruct under INT8 and INT4 quantization on RGB and HotpotQA, measuring both accuracy and faithfulness with a hallucination detector, NLI entailment, and an LLM judge.

Atta Ul Asad, Ahsan Bilal, Muhammad Ali et al. · 0 citations