Research graph
References from A Fuzzy-Enhanced Cost-Aware LoRA Inference Model with Multiple Experts for Cross-Dataset Network Intrusion Detection. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1109/milcis.2015.7348942
10.1109/milcis.2015.7348942 · External reference
10.5220/0006639801080116
10.5220/0006639801080116 · External reference
Artificial intelligence outflanks all other machine learning classifiers in network intrusion detection system on the realistic cyber dataset CSE-CIC-IDS2018 using cloud computing
10.1016/j.icte.2020.12.004 · 2021 · External reference
Machine learning in network intrusion detection: A cross-dataset generalization study
10.1109/access.2024.3472907 · 2024 · External reference
10.1145/2939672.2939785
10.1145/2939672.2939785 · External reference
LightGBM: A highly efficient gradient boosting decision tree
2017 · External reference
CatBoost: Unbiased boosting with categorical features
2018 · External reference
TabNet: Attentive interpretable tabular learning
10.1609/aaai.v35i8.16826 · 2021 · External reference
Revisiting deep learning models for tabular data
2021 · External reference
Unresolved reference
External reference
10.1007/978-981-96-1758-6
10.1007/978-981-96-1758-6 · External reference
A systematic comparison of large language models performance for intrusion detection
10.1145/3696379 · 2024 · External reference
10.1109/icmlcn64995.2025.11140090
10.1109/icmlcn64995.2025.11140090 · External reference
Unresolved reference
External reference
QLoRA: Efficient finetuning of quantized LLMs
10.52202/075280-0441 · 2023 · External reference
Unresolved reference
External reference
Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity
2022 · External reference
Cost-aware contrastive routing for LLMs
10.52202/085713-5202 · 2025 · External reference
10.3389/frai.2025.1708953
10.3389/frai.2025.1708953 · External reference
An experiment in linguistic synthesis with a fuzzy logic controller
10.1016/s0020-7373(75)80002-2 · 1975 · External reference
A hybrid interpretable deep structure based on adaptive neuro-fuzzy inference system, decision tree, and K-means for intrusion detection
10.1038/s41598-022-23765-x · 2022 · External reference
Leakage in data mining: Formulation, detection, and avoidance
10.1145/2382577.2382579 · 2012 · External reference
On calibration of modern neural networks
2017 · External reference
10.1007/978-981-96-1758-6
10.1007/978-981-96-1758-6 · ExternalCitation · doi-reference
Artificial intelligence outflanks all other machine learning classifiers in network intrusion detection system on the realistic cyber dataset CSE-CIC-IDS2018 using cloud computing
10.1016/j.icte.2020.12.004 · ExternalCitation · doi-reference
An experiment in linguistic synthesis with a fuzzy logic controller
10.1016/s0020-7373(75)80002-2 · ExternalCitation · doi-reference
A hybrid interpretable deep structure based on adaptive neuro-fuzzy inference system, decision tree, and K-means for intrusion detection
10.1038/s41598-022-23765-x · ExternalCitation · doi-reference
Machine learning in network intrusion detection: A cross-dataset generalization study
10.1109/access.2024.3472907 · ExternalCitation · doi-reference
10.1109/icmlcn64995.2025.11140090
10.1109/icmlcn64995.2025.11140090 · ExternalCitation · doi-reference
10.1109/milcis.2015.7348942
10.1109/milcis.2015.7348942 · ExternalCitation · doi-reference
Leakage in data mining: Formulation, detection, and avoidance
10.1145/2382577.2382579 · ExternalCitation · doi-reference
10.1145/2939672.2939785
10.1145/2939672.2939785 · ExternalCitation · doi-reference
A systematic comparison of large language models performance for intrusion detection
10.1145/3696379 · ExternalCitation · doi-reference
TabNet: Attentive interpretable tabular learning
10.1609/aaai.v35i8.16826 · ExternalCitation · doi-reference
10.3389/frai.2025.1708953
10.3389/frai.2025.1708953 · ExternalCitation · doi-reference
10.5220/0006639801080116
10.5220/0006639801080116 · ExternalCitation · doi-reference
QLoRA: Efficient finetuning of quantized LLMs
10.52202/075280-0441 · ExternalCitation · doi-reference
Cost-aware contrastive routing for LLMs
10.52202/085713-5202 · ExternalCitation · doi-reference
