Paper Citation Record · LEDGER

Improving DNS Exfiltration Detection via Transformer Pretraining

As of 10 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2604.09849.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2604.09849 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T17:48:02.212365Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

12 of 12 outbound references displayed

verified exact7
verified fuzzy5
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fb144641-e967-4cf4-b37a-fa6f481b5a1e · outbound

This paper cites Dns exfiltration detection in the presence of adversarial attacks and modified exfiltrator behaviour.

Improving DNS Exfiltration Detection via Transformer Pretraining Dns exfiltration detection in the presence of adversarial attacks and modified exfiltrator behaviour

Reference 1

Resolution: verified exact; doi, observed 2026-05-10T17:50:41.098550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1c557eda-8f6f-4906-b521-248926ad83c2 · outbound

This paper cites Information-Based Heavy Hitters for Real-Time DNS Data Exfiltration Detection and Prevention.

Improving DNS Exfiltration Detection via Transformer Pretraining Information-Based Heavy Hitters for Real-Time DNS Data Exfiltration Detection and Prevention

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:05:58.993257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3d383de4-bc55-4829-9eb1-61ca77da68ee · outbound

This paper cites Dns exfiltration guided by generative adversarial networks.

Improving DNS Exfiltration Detection via Transformer Pretraining Dns exfiltration guided by generative adversarial networks

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T08:59:19.335372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation db29dd6b-a507-486c-91aa-421702930d2d · outbound

This paper cites NetGPT: Generative Pretrained Transformer for Network Traffic.

Improving DNS Exfiltration Detection via Transformer Pretraining NetGPT: Generative Pretrained Transformer for Network Traffic

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:05:58.985263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 23c74925-e534-4c50-b4ed-768f22a77f18 · outbound

This paper cites Flowtransformer: A transformer framework for flow-based network intrusion detection systems.

Improving DNS Exfiltration Detection via Transformer Pretraining Flowtransformer: A transformer framework for flow-based network intrusion detection systems

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T08:59:19.339921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 93afd9f9-c69a-46c4-b355-e931fdf9e2a6 · outbound

This paper cites FlowTransformer: A Transformer Framework for Flow-based Network Intrusion Detection Systems.

Improving DNS Exfiltration Detection via Transformer Pretraining FlowTransformer: A Transformer Framework for Flow-based Network Intrusion Detection Systems

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:05:58.973844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9de87ce7-f99a-495b-98ad-092945283b55 · outbound

This paper cites Domurls_bert: Pre-trained bert-based model for malicious domains and urls detection and classification.

Improving DNS Exfiltration Detection via Transformer Pretraining Domurls_bert: Pre-trained bert-based model for malicious domains and urls detection and classification

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:05:58.979503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4cf966e5-d233-4406-9d6c-6f54528a60f1 · outbound

This paper cites Malicious dns detection by combining improved transformer and cnn.

Improving DNS Exfiltration Detection via Transformer Pretraining Malicious dns detection by combining improved transformer and cnn

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T08:59:19.323261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3b0929ba-0787-40bf-9b74-1febeb84b38f · outbound

This paper cites Dom-bert: Detecting malicious domains with pre-training model.

Improving DNS Exfiltration Detection via Transformer Pretraining Dom-bert: Detecting malicious domains with pre-training model

Reference 9

Resolution: verified exact; doi, observed 2026-05-10T17:50:41.100899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 12876c68-af26-43ab-9fc9-fc55996687da · outbound

This paper cites Dns exfiltration dataset.

Improving DNS Exfiltration Detection via Transformer Pretraining Dns exfiltration dataset

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T08:59:19.343804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation da1873dc-f779-49aa-9ca6-ab9f1025dd60 · outbound

This paper cites Available: https://doi.org/10.17632/c4n7fckkz3.3.

Improving DNS Exfiltration Detection via Transformer Pretraining Available: https://doi.org/10.17632/c4n7fckkz3.3

Reference 11

Resolution: verified exact; doi, observed 2026-05-10T17:50:41.102989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0379b8e4-cb62-4a44-8837-f50291893c8a · outbound

This paper cites Subdomain Statistics from scanner.ducks.party.

Improving DNS Exfiltration Detection via Transformer Pretraining Subdomain Statistics from scanner.ducks.party

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T08:59:19.330405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.