Author

Muhammad Umer

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#artificial intelligence Preprint Oct 2026

Monte Carlo Estimation for KV Cache Eviction

Most KV-cache eviction methods ask, in effect, which memory appeared important while reading the prompt? We instead ask which memory will matter while answering? Since decoding queries are unavailable at eviction time, prior future-aware methods rely on pseudo-responses or synthetic future-query estimates. We cast fixe...

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

Preprint Aug 2026

Refining Over Resampling: Test-Time Self-Correction for LLM Reasoning

Results show that test-time compute can be more effective when used to refine sampled trajectories rather than only to sample more candidates or rely on verifier-guided selection.

Ahsan Bilal, Muhammad Ahmed Mohsin, Muhammad Umer et al. · 0 citations