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cs.LG2026
Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration
Maksim Sheverev, David Finkelstein, Sergey Nikolenko
Long-term memory is becoming a core component of LLM agents, but most memory benchmarks evaluate conversations or compact summaries, while research agents need to restore evidence…
cs.LG2026
Sparse Prefix Caching for Hybrid and Recurrent LLM Serving
Mikhail Shirokikh, Sergey Nikolenko
Prefix caching is a key latency optimization for autoregressive LLM serving, yet existing systems assume dense per-token key/value reuse. State-space models change the structure of…