Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:43:23.002242Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2505.14027.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:43:23.002242Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:16:51.038434Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T10:16:51.075509Z
52 of 52 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation db2fb2b1-c9e0-476e-ad65-99fcbae524d7 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Survey of intrusion detection systems: techniques, datasets and challenges
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 54a24f3b-7767-406d-899f-d3b202d86612 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data FIREMAN: a toolkit for firewall modeling and analysis
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 98b4a25f-b764-4f39-a1d9-96cad700f575 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d4612a63-c858-48c6-9838-fecb32ca9dd5 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data A deep learning approach for network intrusion detection system
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fa8aacfe-9ec0-4c97-9a47-84dcddfd8a84 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b2a0c82c-cd74-4fb0-808f-24fae4cb9322 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data CSE-IDS: Using cost-sensitive deep learning and ensemble algorithms to handle class imbalance in network-based intrusion detection systems
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ab2b5f26-72da-411a-b5a7-cf442b28ab17 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data A novel multi-module integrated intrusion detection system for high-dimensional imbalanced data
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8aa07028-8c6e-43f1-8ace-467073925f9f · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Gradient-Based Learning Applied to Doc- ument Recognition
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4e3c2da8-54d9-45fb-885d-47110d358101 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Robust Detection for Network Intrusion of Industrial IoT Based on Multi-CNN Fusion
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e7b27029-0d48-4836-bd9d-e748639a0ef8 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data A., Rizaner, A., Ulusoy, A
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a9f4b40b-abc8-4427-9c4e-1642239da196 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data A deep learning model for network intrusion detection with imbalanced data
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 394230d0-d34b-49da-9a45-92f063744c51 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Long short-term memory
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 77fcacec-a05a-4733-b552-63f817844dee · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data V., Bowyer, K
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ab70cff0-eaf8-42f7-9887-3a71042dbdae · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Network Intrusion Detection Combined Hybrid Sampling With Deep Hierarchical Network
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7bd34d0f-3e3e-4d60-b92a-76ba21576d82 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data AESMOTE: Adversarial Reinforcement Learning With SMOTE for Anomaly Detection
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d633e6fd-e0f0-41e2-8869-ed77c2aad3a6 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Generative Adversarial Nets
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 298cfc3b-dea8-4c20-a1b1-d0050470a9cb · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data H., Park, K
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 71461d61-89db-4262-b00e-81ecfdb4a97d · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Conditional Generative Adversarial Nets
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6301f390-e7c9-4190-ba0e-8b9b35252fab · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Effective data generation for imbalanced learning using Conditional Generative Adversarial Networks
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3eca00f5-3abc-40b7-94c8-049f6472484b · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Wasserstein generative adversarial networks
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ad8936f9-1af3-44d0-bbcd-de5c3972112e · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Attention is all you need
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b365687e-92bf-4510-bd1c-a4d91174ff1a · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data B., Mann, B., Ryder, N., et al
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f9d652a9-e914-41d8-a13a-3dbd8045ffd5 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Self-attention generative adversarial networks
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4aea9670-5b17-4cf2-b220-cc9987c26620 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Deep residual learning for image recognition
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d5070901-04a6-4b83-8951-c1252530c31b · outbound
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f5bdd381-bcef-4693-858b-f1ab8c2be09e · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data A Detailed Analysis of the KDD CUP 99 Data Set
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 78dd8100-5b2e-4618-a608-2bf6a8ff1451 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Adam: A Method for Stochastic Optimization
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2362fcb8-a8e0-4468-942c-edceab61adfc · outbound
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 973bd62c-f4c3-445e-bee3-5d4527c8c4f4 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Improving Imbalanced Learning Through a Heuris- tic Oversampling Method Based on K-means and SMOTE
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 365b09e1-2533-456f-a96a-0a5ba1025085 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data M., Cooper, E
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 06cd1544-1d9e-48a9-9db0-238faae2fafd · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data P., Welling, M., Auto-Encoding Variational Bayes
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ba62aa1e-1bdf-41b9-a2d1-0d04ea136e5b · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ccce7a41-382e-4a6e-9bc5-1d13f2ad0127 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data J., Liu, B., Sheng, L., et al
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a3766db1-1ed6-4561-b5fb-2139b5ba940d · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a9a6f400-3b2d-4bd1-837d-ae56423959d9 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data XGBoost: A Scalable Tree Boosting System
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0bb65729-3241-4321-a623-3986107a8405 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Intrusion detection system for NSL-KDD dataset using convo- lutional neural networks
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 29644e03-3e57-4041-929d-f8b22eae91f0 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data F., Huang, C
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b7d1be30-1308-4d70-9db2-5f371edf6477 · outbound
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 505c0c2e-d1b0-4f76-b982-094124230cf3 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Soft-computing-basedfalsealarmreductionforhierarchicaldataof intrusion detection system
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f3664179-0a79-4d63-bcac-070bcf8d9bd6 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Siam-IDS: Handling Class Imbalance Problem in Intrusion Detection Systems Using Siamese Neural Network
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 58b416f8-4b93-4586-afe6-ad00b96f00a3 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data I-SiamIDS: An Improved Siam-IDS for Handling Class Imbalance in Network-Based Intrusion Detection Systems
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8ba062f0-69cb-455f-870c-43208479a5c9 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data LIO-IDS: Handling Class Imbalance Using LSTM and Improved One-vs-One Technique in Intrusion Detection System
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5d2e8b9d-51b6-4b10-92aa-36afad920491 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data S., Kumar, R., et al
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 13cd0b50-1970-4395-90e8-e84ea8f3711d · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Network Abnormal Traffic Detection Model Based on Semi-Supervised Deep Reinforcement Learning
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 41c0083a-0550-496e-a47b-236b958cc19b · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Adversarial Environment Reinforce- ment Learning Algorithm for Intrusion Detection
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 25599474-1b2e-4fc1-9b53-9fba2912a6de · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI)
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6c47537f-c49f-4a07-a368-a1a9e344a9c2 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data xNIDM: Explaining Deep Learning-based Net- work Intrusion Detection Systems for Active Intrusion Responses
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation eab6b513-9c80-4707-aa81-0e90150f440c · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Why Should I Trust You?
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 43f3850b-dca9-4998-9250-833636f3a233 · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data A Unified Approach to Interpreting Model Predictions
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 40f6528d-fbe7-4168-a566-6e24dd644aaa · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data A., Delas, J., Neal, C.,et al
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e3a16949-f3aa-4124-9bd5-55b3c36480ee · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Distilling the Knowledge in a Neural Network
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c176b0cc-e7dc-45e5-a3ee-f62ef72c58fd · outbound
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data In: Proceedings of the IEEE conference on computer vision and pattern recognition, pp
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 21b85faf-e5e2-4f95-bf88-7d83556432d5 · inbound
$\text{C}^{2}\text{BNVAE}$: Dual-Conditional Deep Generation of Network Traffic Data for Network Intrusion Detection System Balancing CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.