Paper Citation Record · LEDGER

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage

As of 23 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 1 inbound Pith citation observation for arXiv:2412.21084.

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

pith.paper-citation-record.v1
2412.21084 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:10:21.797537Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T20:40:37.308992Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-08T20:40:38.372655Z

Reference resolution

60 of 60 outbound references displayed

verified exact0
verified fuzzy52
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1ca75514-2aac-469b-8cff-6a4c100e3210 · outbound

This paper cites Malware dynamic analysis evasion techniques: A survey.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Malware dynamic analysis evasion techniques: A survey

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.620743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 471e3c0b-4d11-4c7d-9c15-0e32760f5e8f · outbound

This paper cites Arpaci-Dusseau, and Remzi H.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Arpaci-Dusseau, and Remzi H

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.608499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8e98cd04-a142-498d-9592-a71a250a32b8 · outbound

This paper cites Ajay Kumara and C.D.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Ajay Kumara and C.D

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.595698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5572507f-0ba7-4194-bf51-57717ff59e7e · outbound

This paper cites Akopytov/sysbench: Scriptable database and system performance benchmark, 2020.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Akopytov/sysbench: Scriptable database and system performance benchmark, 2020

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.582571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7820ff9e-f183-4414-8705-b13ae43cc05b · outbound

This paper cites Targeted ransomware: A new cyber threat to edge system of brownfield industrial internet of things.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Targeted ransomware: A new cyber threat to edge system of brownfield industrial internet of things

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.570737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1fb6beb2-4e92-4dd9-80ea-3bac6c747990 · outbound

This paper cites Alhawi, James Baldwin, and Ali Dehghan- tanha.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Alhawi, James Baldwin, and Ali Dehghan- tanha

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.558360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e072386f-acb3-4caa-8dff-0677b4627249 · outbound

This paper cites An intelligent behavior-based ran- somware detection system for android platform.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage An intelligent behavior-based ran- somware detection system for android platform

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.545804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ccecb8df-d497-4bab-9833-dd9f0dd9cbc3 · outbound

This paper cites Detecting malware domains at the upper DNS hierarchy.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Detecting malware domains at the upper DNS hierarchy

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.532632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 74024ae1-6b3c-43b6-8290-3ce513a323e1 · outbound

This paper cites Ssd-insider: Internal defense of solid-state drive against ransomware with perfect data recovery.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Ssd-insider: Internal defense of solid-state drive against ransomware with perfect data recovery

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.517458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3e4bb3d6-1640-4d10-bf70-4e20ce6d9ae0 · outbound

This paper cites Know thy ran- somware response: A detailed framework for devis- ing effective ransomware response strategies.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Know thy ran- somware response: A detailed framework for devis- ing effective ransomware response strategies

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.501848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 74350529-bbb2-4e7a-9c80-316ef76e9192 · outbound

This paper cites A framework for empirical evaluation of malware detection resilience against behavior obfusca- tion.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage A framework for empirical evaluation of malware detection resilience against behavior obfusca- tion

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.485844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0c457610-a949-4431-a023-6bcedb16cc3e · outbound

This paper cites Ransomware: Recent advances, analysis, challenges and future research directions.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Ransomware: Recent advances, analysis, challenges and future research directions

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.471889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1f8eaf02-99fa-4943-9d4c-5f0e11cb2d2b · outbound

This paper cites A survey on detection techniques for crypto- graphic ransomware.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage A survey on detection techniques for crypto- graphic ransomware

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.459683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 525085ef-5ffc-4d8b-99a7-96d3676e5f4e · outbound

This paper cites Intelligent and behavioral-based detection of malware in IoT spectrum sensors.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Intelligent and behavioral-based detection of malware in IoT spectrum sensors

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.446881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2ff0e120-c9b2-4505-b27c-a3b8de40af64 · outbound

This paper cites Anomaly detection: A survey.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Anomaly detection: A survey

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.435238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6d74f2e9-db87-4f86-a440-fe1da9062d2f · outbound

This paper cites Ex- plainable ransomware detection with deep learning tech- niques.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Ex- plainable ransomware detection with deep learning tech- niques

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.422011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e7a423f2-b04f-4139-9daf-cd46c228e1ac · outbound

This paper cites Trusted detection of ransomware in a private cloud using machine learning methods leveraging meta-features from volatile mem- ory.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Trusted detection of ransomware in a private cloud using machine learning methods leveraging meta-features from volatile mem- ory

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.405047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e71c7519-db8b-47c4-b435-2a6adeed316d · outbound

This paper cites Shieldfs: a self-healing, ransomware-aware filesystem.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Shieldfs: a self-healing, ransomware-aware filesystem

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.390354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 37b7678c-f88b-40a1-ae94-ea4b76b0aa5c · outbound

This paper cites an unresolved cited work.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:10:22.359590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7415fffe-be1b-45ac-b08e-2fc6031725b0 · outbound

This paper cites Ransomware detection with machine learning in storage systems.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Ransomware detection with machine learning in storage systems

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.345277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fd1c9d42-81a8-411d-9acd-5727f87e5c72 · outbound

This paper cites Bringing science to digital forensics with standardized forensic corpora.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Bringing science to digital forensics with standardized forensic corpora

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.332608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e578e51c-a20d-4dfd-a6f1-68bf7b53aff4 · outbound

This paper cites Iot-keeper: Detecting malicious iot net- work activity using online traffic analysis at the edge.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Iot-keeper: Detecting malicious iot net- work activity using online traffic analysis at the edge

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.319742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 282eea51-abb8-4af0-a37a-fa454914c71e · outbound

This paper cites Ransap: An open dataset of ransomware storage access patterns for training machine learning models.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Ransap: An open dataset of ransomware storage access patterns for training machine learning models

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.304142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9b9e6649-6af6-48db-8146-bfb20e5acbb2 · outbound

This paper cites Machine learn- ing based ransomware detection using storage access patterns obtained from live-forensic hypervisor.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Machine learn- ing based ransomware detection using storage access patterns obtained from live-forensic hypervisor

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.290317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 057e2c81-10db-4bfe-ac8b-df61375b0e81 · outbound

This paper cites Way- backVisor: Hypervisor-based scalable live forensic ar- chitecture for timeline analysis.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Way- backVisor: Hypervisor-based scalable live forensic ar- chitecture for timeline analysis

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.275878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2bc5f904-3f50-496e-abe8-fbf2ff50b607 · outbound

This paper cites an unresolved cited work.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:10:22.262382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d99c43af-fa91-40db-b662-c07d662e7148 · outbound

This paper cites an unresolved cited work.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:10:22.249405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a1ef9738-ac29-4611-b978-86ffba940493 · outbound

This paper cites UNVEIL: A Large-Scale, automated approach to detecting ransomware.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage UNVEIL: A Large-Scale, automated approach to detecting ransomware

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.233465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8ae7db49-0456-4dea-bf48-d7fb063c95a7 · outbound

This paper cites Automated identification of cryptographic primitives in binary code with data flow graph isomor- phism.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Automated identification of cryptographic primitives in binary code with data flow graph isomor- phism

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.220600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b9797054-7465-4ea6-8129-eeb51d5efdac · outbound

This paper cites an unresolved cited work.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:10:22.207885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c4cecf6f-c578-46e1-bd89-b509517ed626 · outbound

This paper cites Detecting environment-sensitive mal- ware.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Detecting environment-sensitive mal- ware

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.196460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8d1d033f-2922-4487-b486-b9ac898ea001 · outbound

This paper cites R- packdroid.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage R- packdroid

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.184720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 640352dd-0aa4-4ea4-8d22-b82e35e891c5 · outbound

This paper cites Malware sample exchange, 2024.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Malware sample exchange, 2024

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.173323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8be44061-c960-43c6-8b60-8fbf6e8ac5c7 · outbound

This paper cites Sujadevi, Prem Sankar A.U., and Sri- nath Jan.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Sujadevi, Prem Sankar A.U., and Sri- nath Jan

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.161318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f208d75f-f36f-4eb3-b586-254481a6356e · outbound

This paper cites Ransomware mitigation in the modern era: A comprehensive review, research chal- lenges, and future directions.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Ransomware mitigation in the modern era: A comprehensive review, research chal- lenges, and future directions

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.149574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6613c418-a170-4154-9106-468618e294a6 · outbound

This paper cites A content-based ransomware detection and backup solid-state drive for ransomware defense.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage A content-based ransomware detection and backup solid-state drive for ransomware defense

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.137142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d3454355-9168-4fed-9d31-651e75e81609 · outbound

This paper cites Celest: Federated learning for globally coordinated threat detec- tion, 2023.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Celest: Federated learning for globally coordinated threat detec- tion, 2023

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.124808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 34ba1655-ad9b-4b91-a914-6f99c6aa7805 · outbound

This paper cites Made: Security analytics for enterprise threat detection.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Made: Security analytics for enterprise threat detection

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.110433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 074b76ee-1c9e-4f7a-9fcd-de0450b2e9b5 · outbound

This paper cites Selcuk Ulu- agac.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Selcuk Ulu- agac

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.098499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 67a9ee9a-1add-4748-aa42-95c5405301b4 · outbound

This paper cites Snap- Boost: A heterogenous boosting machine.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Snap- Boost: A heterogenous boosting machine

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.087027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 379b3743-22c4-4a09-9e52-adc87fbc7d60 · outbound

This paper cites A categorical treatment of malicious behavioral obfuscation.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage A categorical treatment of malicious behavioral obfuscation

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.075496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 18b5c18a-2846-4a26-873f-7a5c838dadba · outbound

This paper cites Behavioural analysis of recent ransomwares and prediction of future attacks by polymorphic and metamorphic ransomware.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Behavioural analysis of recent ransomwares and prediction of future attacks by polymorphic and metamorphic ransomware

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.063969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f49156e6-a473-4f7c-8f2a-6bca82502146 · outbound

This paper cites Locating system prob- lems using dynamic instrumentation.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Locating system prob- lems using dynamic instrumentation

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.053757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c9b4ca6a-4510-4980-b989-222d2d6f5ee4 · outbound

This paper cites Segugio: Efficient behavior-based tracking of malware-control domains in large isp networks.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Segugio: Efficient behavior-based tracking of malware-control domains in large isp networks

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.042480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 00092590-34f5-43e8-9274-3a55c319c76e · outbound

This paper cites Security assurance against cyber- crime ransomware.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Security assurance against cyber- crime ransomware

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.031143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 54bd7c37-1528-49df-8775-e0061ac3a7aa · outbound

This paper cites an unresolved cited work.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:10:22.018510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 20a45035-fd7b-4e2e-91bc-8907ec3122aa · outbound

This paper cites X-force threat intelligence index 2022, 2022.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage X-force threat intelligence index 2022, 2022

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:22.006662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 57774417-927d-4559-bc48-10a62fffcf91 · outbound

This paper cites Poi- soning network flow classifiers.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Poi- soning network flow classifiers

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:21.993761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a4176b1a-4b9d-4e97-8b57-fb6cca2ab678 · outbound

This paper cites Bitvisor.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Bitvisor

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:21.983317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 24b2ed97-80f9-44d4-87ad-5571fdef645a · outbound

This paper cites A siem and multiple analysis software integrated malware detec- tion approach.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage A siem and multiple analysis software integrated malware detec- tion approach

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:21.971974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ffebca31-8abd-49f0-af12-704312d94115 · outbound

This paper cites An emerging threat fileless malware: a survey and research challenges.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage An emerging threat fileless malware: a survey and research challenges

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:21.960359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 45df38e4-d6ec-4ec1-89d5-67c87bf6842f · outbound

This paper cites Ransomware: Growing number of attackers using virtual machines, 2021.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Ransomware: Growing number of attackers using virtual machines, 2021

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:21.948224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9c499644-9dec-49c0-8e5b-b321af5f6a7f · outbound

This paper cites A survey on device behavior fingerprinting: Data sources, techniques, application scenarios, and datasets.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage A survey on device behavior fingerprinting: Data sources, techniques, application scenarios, and datasets

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:21.937143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 55794de3-626e-44ec-b5ca-8e12bf20c0bd · outbound

This paper cites an unresolved cited work.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:10:21.925908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9c6140cf-293c-4a67-962b-d8a39c174cd1 · outbound

This paper cites Efficient signature based malware detection on mobile devices.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Efficient signature based malware detection on mobile devices

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:21.912359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 60d4d62a-9597-4ddf-8d4e-00e98c849421 · outbound

This paper cites Ran- som access memories: Achieving practical ransomware protection in cloud with DeftPunk.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Ran- som access memories: Achieving practical ransomware protection in cloud with DeftPunk

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:21.900094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e2daadc8-e09b-47ec-9f45-5450de89e93b · outbound

This paper cites Ransomware detection using deep learn- ing based unsupervised feature extraction and a cost sensitive pareto ensemble classifier.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Ransomware detection using deep learn- ing based unsupervised feature extraction and a cost sensitive pareto ensemble classifier

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:21.884750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 228053e1-b125-4fc8-b92d-34bd7aafb590 · outbound

This paper cites an unresolved cited work.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:10:21.851650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1223c214-747e-4d07-998a-7e4751313a46 · outbound

This paper cites Minding the semantic gap for effective storage-based ransomware defense.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Minding the semantic gap for effective storage-based ransomware defense

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:10:21.837674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d72edae4-efd0-4006-9701-1c267e1e2ca8 · outbound

This paper cites an unresolved cited work.

On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage Unresolved cited work

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-10T23:10:21.690799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 8dd8a7a2-f9e4-442b-a47f-6c6f7af5fbc9 · inbound

Learning the Language of NVMe Streams for Ransomware Detection cites this paper.

Learning the Language of NVMe Streams for Ransomware Detection On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-08T20:40:38.376642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.