cs.PF papers | Gist.Science

Concurrent Deterministic Skiplist and Other Data Structures

This paper presents the design, analysis, and performance evaluation of a concurrent deterministic skiplist alongside lock-free queue and hash table implementations on many-core NUMA systems, introducing memory management strategies and hierarchical usage patterns to reduce page faults, cache misses, and remote memory access latencies.

Aparna Sasidharan2026-03-06💻 cs

Selecting Offline Reinforcement Learning Algorithms for Stochastic Network Control

This paper evaluates various offline reinforcement learning algorithms within a stochastic telecom environment and finds that Conservative Q-Learning offers the most robust policies for network control, while sequence-based methods serve as competitive alternatives when high-quality trajectory data is abundant.

Nicolas Helson, Pegah Alizadeh, Anastasios Giovanidis2026-03-05🤖 cs.AI

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