Search Results for author: Hasibul Jamil

Found 3 papers, 0 papers with code

A Reinforcement Learning Approach to Optimize Available Network Bandwidth Utilization

no code implementations22 Nov 2022 Hasibul Jamil, Elvis Rodrigues, Jacob Goldverg, Tevfik Kosar

We also show that, unlike a greedy algorithm, our devised RL-based algorithm can avoid network congestion and fairly share the available network resources among contending transfers.

Fairness reinforcement-learning +1

Multibit Tries Packet Classification with Deep Reinforcement Learning

no code implementations17 May 2022 Hasibul Jamil, Ning Weng

By exploiting the sparsity of ruleset, our algorithm uses a few effective bits (EBs) to extract a large number of candidate rules with just a few of memory access.

Classification Intrusion Detection +2

Many Field Packet Classification with Decomposition and Reinforcement Learning

no code implementations16 May 2022 Hasibul Jamil, Ning Yang, Ning Weng

Our method consists of the decomposition of fields into subsets and building separate decision trees on those subsets using a deep reinforcement learning procedure.

Classification Intrusion Detection +2

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