Pith. sign in

Paper Citation Record · LEDGER

Learning the Language of NVMe Streams for Ransomware Detection

As of 9 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2502.05011.

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

pith.paper-citation-record.v1
2502.05011 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T20:40:37.403625Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

36 of 36 outbound references displayed

  • verified exact8
  • verified fuzzy22
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 525a4cad-0953-49fd-aef4-84378106e641 · outbound

This paper cites Selcuk Uluagac.

Learning the Language of NVMe Streams for Ransomware Detection Selcuk Uluagac

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-08T20:40:37.282512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T20:40:37.282512Z digest=sha256:4280734d15745a51bb1d8e492ca44d1cf187df239de84795e553cc6d066a1377

Observation fd3437f3-4fe6-4e34-9c95-f45cfcf0890a · outbound

This paper cites Rafiqul Islam, Md.

Learning the Language of NVMe Streams for Ransomware Detection Rafiqul Islam, Md

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.891374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.287217Z digest=sha256:3ff859200afb17c8c49d4cc8eaeb17b49b576f0d674dd0fe725adb2ac05f8d08

Observation ed659429-8cf8-48b7-81d8-911f9bc6897c · outbound

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

Learning the Language of NVMe Streams for Ransomware Detection Ssd-insider: Internal defense of solid-state drive against ransomware with perfect data recovery

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.882053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.290906Z digest=sha256:13420be0278d92a0f144c01d564611a7238802aa3a1f80d64753ce69a7ce3587

Observation 5b2569e4-1612-47fd-aca4-93aa814efd2c · outbound

This paper cites Mimosaftl: Adding secure and practical ransomware defense strategy to flash translation layer.

Learning the Language of NVMe Streams for Ransomware Detection Mimosaftl: Adding secure and practical ransomware defense strategy to flash translation layer

Reference 4

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T20:40:38.635902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.294731Z digest=sha256:06c6829a58b0231f319bc085a3440813bfa97f8dfb71c6d480a42dfebc1e3cbb

Observation e07a51cc-0e9f-440f-b543-417c63b980c6 · outbound

This paper cites Ransom access memories: Achieving practical ransomware protection in cloud with DeftPunk.

Learning the Language of NVMe Streams for Ransomware Detection Ransom access memories: Achieving practical ransomware protection in cloud with DeftPunk

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.872263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.298203Z digest=sha256:a9fcaece64062d05fba6890288752a921952c3d98246f2ec415c4890adb107f4

Observation f7e53653-9edc-4665-9cda-9deb5461468a · outbound

This paper cites Redemption: Real-time protection against ransomware at end-hosts.

Learning the Language of NVMe Streams for Ransomware Detection Redemption: Real-time protection against ransomware at end-hosts

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.862288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.301852Z digest=sha256:7aab00160568eccfb464100c80848ceb5d2e2ae5f61b3b31a141a710cedd005f

Observation ae80f8b2-273f-4c6b-9498-9f9164337b0f · outbound

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

Learning the Language of NVMe Streams for Ransomware Detection Ransap: An open dataset of ransomware storage ac- cess patterns for training machine learning models

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.852270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.305651Z digest=sha256:1f80ef1043d85e3e5a3cddef11d500dc100479ebf08c4f3f225550655e6b1675

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

This paper cites On the Generalizability of Machine Learning-based Ransomware Detection in Block Storage.

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.308992Z digest=sha256:9df8a6b0deec6091664e7d2661032023469d00d7121ea2ddacde62527db37b84

Observation e6bc8a29-8c25-4483-a095-6a752aa6ca2d · outbound

This paper cites Gomez, Łukasz Kaiser, and Illia Polosukhin.

Learning the Language of NVMe Streams for Ransomware Detection Gomez, Łukasz Kaiser, and Illia Polosukhin

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.841377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.312542Z digest=sha256:342cb0e0178734553760d64902a36d6e2a87e7ab8171a534190981b92286a06c

Observation 155b2c7b-9119-4b32-83c2-769e794675e1 · outbound

This paper cites Tokenization counts: the impact of tokenization on arithmetic in frontier LLMs.

Learning the Language of NVMe Streams for Ransomware Detection Tokenization counts: the impact of tokenization on arithmetic in frontier LLMs

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-08T20:40:37.315951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T20:40:37.315951Z digest=sha256:255c6af6389320146f3d338a93cee0652fd1c6e62d3d20357e982eb6503a34e9

Observation b4301c42-9271-43ed-bef1-00493efefb2b · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Learning the Language of NVMe Streams for Ransomware Detection An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-08T20:40:37.319646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T20:40:37.319646Z digest=sha256:938ddb07d4820fcfd053508a3a6957ec6f2e73f5e1d11176ed2aef0b8c9f4941

Observation 64c66f37-cbb2-46e1-b612-a34afd1756d5 · outbound

This paper cites Ramalho, Joaquim J.S.

Learning the Language of NVMe Streams for Ransomware Detection Ramalho, Joaquim J.S

Reference 12

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T20:40:38.341386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.323508Z digest=sha256:9a5781979b87bca2dfda7e44ce6c5ae1982259c0e4c8baf71bb8f1cc49af9d0e

Observation 4c563f39-fae4-4929-ab44-96066622d51e · outbound

This paper cites Poster: Locally virtualized environment for mitigating ransomware threat.

Learning the Language of NVMe Streams for Ransomware Detection Poster: Locally virtualized environment for mitigating ransomware threat

Reference 13

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T20:40:38.179787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.326744Z digest=sha256:a7010ae33c210b12f629265af2a732afa29227cca76e8d24fca2d05a253df4c1

Observation cde7dcca-86e6-45b6-b6db-1c3276195846 · outbound

This paper cites A storage-level detection mechanism against crypto-ransomware.

Learning the Language of NVMe Streams for Ransomware Detection A storage-level detection mechanism against crypto-ransomware

Reference 14

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T20:40:38.025898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.330012Z digest=sha256:8b1fa32c7181a0f0b3b3821143e4d00bb1e07d0f0fe4d4190461604d9eae6f44

Observation 780d42bb-d295-47ad-b424-04a6904bd78e · outbound

This paper cites Amoeba: An autonomous backup and recovery ssd for ransomware attack defense.

Learning the Language of NVMe Streams for Ransomware Detection Amoeba: An autonomous backup and recovery ssd for ransomware attack defense

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.831559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.333345Z digest=sha256:87c373a4d2285c2a882375d2d478bb43776db790d8d4f389c7b81fc4605414e7

Observation 4bd45b2b-d945-4dc9-b72a-0eb966b5e6c1 · outbound

This paper cites Ssd-assisted ransomware detection and data recovery techniques.

Learning the Language of NVMe Streams for Ransomware Detection Ssd-assisted ransomware detection and data recovery techniques

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.821541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.336656Z digest=sha256:da7f24f878561205034905cdc1beca1f38c541052a5e3e40989da49b77d4eb4a

Observation 49f531df-93c0-4a44-864f-412703d43921 · outbound

This paper cites Machine learning-based ransomware detection using low-level memory access patterns obtained from live-forensic hypervisor.

Learning the Language of NVMe Streams for Ransomware Detection Machine learning-based ransomware detection using low-level memory access patterns obtained from live-forensic hypervisor

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.810495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.339880Z digest=sha256:6e33fd3666caa7156442a46353689e0fe2edd6655ecdae913105e22bd7a7d648

Observation 821e59b7-eb45-4913-8e5e-88fba3072e62 · outbound

This paper cites Real-time defense system using ebpf for machine learning-based ransomware detection method.

Learning the Language of NVMe Streams for Ransomware Detection Real-time defense system using ebpf for machine learning-based ransomware detection method

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.799099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.343205Z digest=sha256:2b7cf7e7cc68c162572c258b71a95ea5ab2a822a2948c3f976bf939188fd06c1

Observation b42a5af5-abb1-48bd-8ce0-93fc9492e231 · outbound

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

Learning the Language of NVMe Streams for Ransomware Detection Minding the semantic gap for effective storage-based ransomware defense

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.787937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.346382Z digest=sha256:2a46ec374d83d39c0b9badc367319c93c205dda6266226e91374dc6cf08234f2

Observation 2708f79c-ea98-4e15-9ed4-7b933a386ec9 · outbound

This paper cites Xgboost: A scalable tree boosting system.

Learning the Language of NVMe Streams for Ransomware Detection Xgboost: A scalable tree boosting system

Reference 20

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T20:40:37.856648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.349824Z digest=sha256:f06af2308d1911e2e7d534946c03883c87d4e555cfe61825c87cf28ba69f2fb2

Observation 049a97ff-b208-4c9a-b09a-0328ed3637b7 · outbound

This paper cites Travelling the hypervisor and ssd: A tag-based approach against crypto ransomware with fine-grained data recovery.

Learning the Language of NVMe Streams for Ransomware Detection Travelling the hypervisor and ssd: A tag-based approach against crypto ransomware with fine-grained data recovery

Reference 21

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T20:40:37.658274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.353084Z digest=sha256:fa288fa651128d0947afc911a811440f2b7f94651197b41a961f71944114da9f

Observation d41f8e9f-22b8-41d0-b55a-d76d1b1ec413 · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language understanding.

Learning the Language of NVMe Streams for Ransomware Detection BERT: Pre-training of deep bidirectional transformers for language understanding

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.777222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.356277Z digest=sha256:57b2ffe42d05d8747f54b4b9e503fde62abc01e144d30a85ae152cd797dcb310

Observation ddfca137-3983-45d5-9622-977a3bf6718d · outbound

This paper cites Portuguese Named Entity Recognition using BERT-CRF.

Learning the Language of NVMe Streams for Ransomware Detection Portuguese Named Entity Recognition using BERT-CRF

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-08T20:40:37.457154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.363065Z digest=sha256:a1d9d948a7041f5b8a6067752e4ef4f963bfe08fbb52d2abcf8cea975dff5d11

Observation 8106ed4f-9e51-4556-b153-dbfd8591a3a7 · outbound

This paper cites A survey on deep learning for named entity recognition : Extended abstract.

Learning the Language of NVMe Streams for Ransomware Detection A survey on deep learning for named entity recognition : Extended abstract

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.755220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.366763Z digest=sha256:93809e62c7d75102f71e5212da8e2106cc1ad18b9a6ff6ecefef15f780db627e

Observation 74dea177-509a-49ab-afb4-eb6ed6bb77f2 · outbound

This paper cites GPT-NER: Named Entity Recognition via Large Language Models.

Learning the Language of NVMe Streams for Ransomware Detection GPT-NER: Named Entity Recognition via Large Language Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-08T20:40:37.370046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T20:40:37.370046Z digest=sha256:504928d0a13420b69ce69f6990f03b3eff503d4fa5a5d2cf90c7ef3ed7813524

Observation 0887cfea-188d-4f36-bd71-6eb8e3df2e0c · outbound

This paper cites All tokens matter: token labeling for training better vision transformers.

Learning the Language of NVMe Streams for Ransomware Detection All tokens matter: token labeling for training better vision transformers

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.743917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.373761Z digest=sha256:b8d091766bccd892cd565caa18ae828b2301923e39cfe59bc73cd3046259bc2f

Observation c8c16dda-e264-42ea-8a03-4e4a24d26528 · outbound

This paper cites Hsi-bert: Hyperspectral image classification using the bidirectional encoder representation from transformers.

Learning the Language of NVMe Streams for Ransomware Detection Hsi-bert: Hyperspectral image classification using the bidirectional encoder representation from transformers

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-08T20:40:37.377198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T20:40:37.377198Z digest=sha256:8a50706019902e6f00634874f64bc70defe89b9bdfda4c1de1c990df82b55f14

Observation eb910c90-76b9-475a-b18f-774e96561190 · outbound

This paper cites Davies, Richard Macfarlane, and William J.

Learning the Language of NVMe Streams for Ransomware Detection Davies, Richard Macfarlane, and William J

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.726611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.380491Z digest=sha256:2bc32fcc32eb490afb45729b8d2c8ca83620691c7354872709aa9f364eb6f0d8

Observation 9faf6795-07a7-4e5e-bf40-3c9b6e123738 · outbound

This paper cites Systor ’17 traces (SNIA IOTTA trace set 4928).

Learning the Language of NVMe Streams for Ransomware Detection Systor ’17 traces (SNIA IOTTA trace set 4928)

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.715693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.383997Z digest=sha256:edb73672403c58f8e4c335ae3cb770dd9536f24e84f2ad97a663ff67762e6d67

Observation 2a1d8831-7d15-410e-b057-aa812b693797 · outbound

This paper cites MSR Cambridge traces (SNIA IOTTA trace set 388).

Learning the Language of NVMe Streams for Ransomware Detection MSR Cambridge traces (SNIA IOTTA trace set 388)

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.704321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.387315Z digest=sha256:2c052626b7956718d85f98c63fe8724506bf6c6511895958742e6aa1255277ea

Observation ddfba0d3-7394-457a-be11-0cfa42f23d65 · outbound

This paper cites Microsoft production server traces (SNIA IOTTA trace set 158).

Learning the Language of NVMe Streams for Ransomware Detection Microsoft production server traces (SNIA IOTTA trace set 158)

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.681395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.394054Z digest=sha256:f97d5a54095947269805b7add25873bc1e20aac62da6384984aef08822e35c60

Observation 8bf6a135-232b-400d-8076-0781a9c27379 · outbound

This paper cites Tlsh – a locality sensitive hash.

Learning the Language of NVMe Streams for Ransomware Detection Tlsh – a locality sensitive hash

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.670199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.397156Z digest=sha256:5927b3448c6bfb47dc5e0884004860bc530759517b46c0e23d3dbf7fd2387dd2

Observation 8bf18e8c-14a8-4c7a-801f-5448303e569c · outbound

This paper cites An evaluation of malware triage similarity hashes.

Learning the Language of NVMe Streams for Ransomware Detection An evaluation of malware triage similarity hashes

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.659532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.400301Z digest=sha256:4c81a51301784b389b889fcf6bbd8e763e9de290dc411ec633cfb303082cc48f

Observation 29e8406c-73fe-4ea8-83b7-385d0cc1a60d · outbound

This paper cites Ssd benchmarks hierarchy 2025.

Learning the Language of NVMe Streams for Ransomware Detection Ssd benchmarks hierarchy 2025

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.648423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.403625Z digest=sha256:6ac03e032af628258fb2a6075e9ad5ba0f52c21a14745c01862b486fc3bc46ba

Observation 1371c260-3f7f-4e28-8cf9-04ce07ecd704 · outbound

This paper cites an unresolved cited work.

Learning the Language of NVMe Streams for Ransomware Detection Unresolved cited work

Reference 2007

Resolution
unresolved
raw_fallback, observed 2026-08-08T20:40:38.692666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.390758Z digest=sha256:8ee9a7ca95ff8fca27a9cc8d3bcc89624c48e66a22f4010f8a25c7e1f67bde55

Observation 3de3a0d7-ddc2-492c-9dec-e67b304cf7d7 · outbound

This paper cites URL https://aclanthology.org/N19-1423/.

Learning the Language of NVMe Streams for Ransomware Detection URL https://aclanthology.org/N19-1423/

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T20:40:38.766452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:40:37.359557Z digest=sha256:2cd98fd8e8dd93529a8159cc8c522dab7f633c800c92feb380224b0a92be674d

Pith citing papers

No inbound Pith citation observations are available.