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Paper Citation Record · LEDGER

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models

As of 22 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2608.12077.

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

pith.paper-citation-record.v1
2608.12077 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:22:05.363299Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

49 of 49 outbound references displayed

  • verified exact0
  • verified fuzzy27
  • unresolved22
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3783a739-cb21-4dae-a676-df6c650d6666 · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 828fba69-70a2-4459-b114-4e9e96b02627 · outbound

This paper cites A comparison of selected image transformation techniques for malware classification.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models A comparison of selected image transformation techniques for malware classification

Reference 2

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.184824Z digest=sha256:62cec56be6f9de0419e1ccaa55f4aa11fe6911e4714eab49d5feff09b39de92c

Observation b1830de6-ff65-4cba-8851-8f89580d16c2 · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 3

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation bd9022af-31b4-4173-8e0a-cb61de7f6c67 · outbound

This paper cites Springer, 2006.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Springer, 2006

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:22:05.193458Z digest=sha256:1cd8df39cf16486cfc7973055c66f417ac1bdeaeeb0b9ef51e72de529f002fd9

Observation 27a963c7-aecb-4014-b9d2-f1f7af8a6a63 · outbound

This paper cites RawMal-TF: Raw Malware Dataset Labeled by Type and Family.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models RawMal-TF: Raw Malware Dataset Labeled by Type and Family

Reference 5

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-16T00:22:05.197790Z digest=sha256:fb8b28aa5e3c8f189968a14fcf94027b865562173b033a1585344c5135d7e1b7

Observation 7a3656f2-95bf-46f2-ad6c-e13211f9f255 · outbound

This paper cites Low, and Mark Stamp.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Low, and Mark Stamp

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.202265Z digest=sha256:d4731d7d5970e4dc5596ccd55dba0d63b94c9c87a4b6ca01d1c0323701ea66c3

Observation 582756ac-25a4-4c60-95dc-544f6d834367 · outbound

This paper cites Trans- fer learning for image-based malware classification.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Trans- fer learning for image-based malware classification

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.206264Z digest=sha256:63c5152f073bc3ee2ccb0d8c1ae2df5e07e6a7bbabeace22cda1cff906981dfc

Observation 874ba858-4a31-4a2d-9e77-128aff323c72 · outbound

This paper cites Random forests.Machine learning, 45(1):5–32, 2001.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Random forests.Machine learning, 45(1):5–32, 2001

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:22:05.209506Z digest=sha256:3b37fba6714aa19019c5d68124026d718c52eb566289b431891dbd9748a499fd

Observation 3aa76d1f-f40c-4bd9-998b-98a5562453de · outbound

This paper cites Generalizing adversarial explanations with Grad- CAM.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Generalizing adversarial explanations with Grad- CAM

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.212610Z digest=sha256:65dde14e809fdbaecb95b7dd9654e3b4b1ee8d8d101c070f6c94908152bd0d4c

Observation 019b55e0-63d5-41c9-8b81-eed827252f48 · outbound

This paper cites XGBoost: A Scalable Tree Boosting System.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models XGBoost: A Scalable Tree Boosting System

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:22:05.216217Z digest=sha256:c46c186f0977db1bca9dfeea64c6c81cc563a9bfc5ff5fcb4bee5458566d0a90

Observation 8a860da8-c1ab-4847-b253-d37ec7e78774 · outbound

This paper cites Dynamic malware detection based on enhanced semantic API sequence features.Expert Systems with Applications, 315:131781, 2026.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Dynamic malware detection based on enhanced semantic API sequence features.Expert Systems with Applications, 315:131781, 2026

Reference 11

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 89a88183-b786-4fab-8970-e836272302e2 · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation fe559d9c-3f8b-42e4-8c46-2a6852458cbe · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 17c891f9-8965-4f25-be27-cc0a0a79551c · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.229793Z digest=sha256:e9fea0ceaf8b6d770282850e736e4d3e49e8931bab7517722fcef4b7c9aee6ad

Observation ee4c3175-4fe1-4dd7-becc-ba7078604ff7 · outbound

This paper cites Histograms of oriented gradients for human detection.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Histograms of oriented gradients for human detection

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.233429Z digest=sha256:55478e98b55b699823a84a3fd918ccbafdf8658dc45a1e76f7d15a937f9946d0

Observation 3cae75f9-3618-4518-9c96-cc723cc00019 · outbound

This paper cites Austin, and Mark Stamp.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Austin, and Mark Stamp

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.237210Z digest=sha256:fb3a1911a45581c7aa344b6cb893850df09a60824d38e13e02f2d86a68fb16a2

Observation 5689a5d4-82f1-4e47-b6bf-361070155fec · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.241311Z digest=sha256:ef010f81b24a2418215c1c46758910c032e5a44223f5d6568ca282d8c35daaf9

Observation 81a83d3a-2c3e-4717-8671-3f4e32f2a07f · outbound

This paper cites Use HiResCAM instead of Grad-CAM for faithful explanations of convolutional neural networks.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Use HiResCAM instead of Grad-CAM for faithful explanations of convolutional neural networks

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:22:05.244949Z digest=sha256:3df760d7a211af69dd5ee016f7cf851bef2ca42f428852f7b5656a207015977b

Observation 870a144d-91e6-476e-85c8-aa4fea2ce211 · outbound

This paper cites Computing and evaluating saliency maps for image classification: a tutorial.Journal of Electronic Imaging, 32(2):020801, 2023.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Computing and evaluating saliency maps for image classification: a tutorial.Journal of Electronic Imaging, 32(2):020801, 2023

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation f24cc48a-440c-4150-834b-9ef88e24f9b7 · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 20

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation e9a2d6ab-1023-4686-b108-11861883a25e · outbound

This paper cites Haralick, K.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Haralick, K

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.256417Z digest=sha256:8f6703f2fc482f4b764001fe0f18f90852198cccfc1d2f2fe7826d291add68f2

Observation 8b34e024-4a8c-45d9-ba6b-daad40d5a7d3 · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.260058Z digest=sha256:8b32764c8af237536b174daeb61f425415e6664db971b7466de50ce392d2e98b

Observation 572e7635-8513-4cca-944d-832b4fdb7343 · outbound

This paper cites Malware detection with structural entropy features using multilayer perceptron neural network.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Malware detection with structural entropy features using multilayer perceptron neural network

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.263645Z digest=sha256:9aec5229682654f1895768c368134f56ef4ed7ae623d7b520d0e9b4fedb86ce9

Observation 11da5724-c05b-4c69-8e45-3f84d9b9562d · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.267545Z digest=sha256:9bb5ae536aa6a56d443269aa5d625f891e247cb26395a45fc8d3a93e47864f49

Observation 0daf2040-4ae0-41b5-8da1-0d56ff51ff3d · outbound

This paper cites GIWRF-SMOTE: Gini impurity- based weighted random forest with SMOTE for effective malware attack and anomaly detection in IoT-Edge.Smart Science, 11(2):276–292, 2023.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models GIWRF-SMOTE: Gini impurity- based weighted random forest with SMOTE for effective malware attack and anomaly detection in IoT-Edge.Smart Science, 11(2):276–292, 2023

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.270974Z digest=sha256:4c4eeba8b62cfca59b914c73c45bf3e5eeb47787766332b1e2b353dd0ec677fd

Observation 4f1c6641-6ff0-4152-810a-21c62524c087 · outbound

This paper cites Kimmell, Mahmoud Ab- delsalam, Sajad Khorsandroo, and Maanak Gupta.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Kimmell, Mahmoud Ab- delsalam, Sajad Khorsandroo, and Maanak Gupta

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.274652Z digest=sha256:8e4445981c36be59bdf18ea482214a8b7d28c8b6b67ccaf10c4e6a5fc8ce8f49

Observation fd13e255-f605-474e-8b3c-622f7b20fc03 · outbound

This paper cites Evaluation of printable character-based malicious PE file- detection method.Internet of Things, 19:100521, 2022.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Evaluation of printable character-based malicious PE file- detection method.Internet of Things, 19:100521, 2022

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 3354516e-0aeb-41e6-9be0-02cf01df5d80 · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation f8a752b5-2e68-4409-bd53-c0fb63bc7214 · outbound

This paper cites Malware images: Visualization and automatic classification.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Malware images: Visualization and automatic classification

Reference 29

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raw_fallback, observed 2026-08-16T00:22:05.664032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.285834Z digest=sha256:01d803d2558fbb43d19164dc282303f9e30d006f4757e610012c21c8661c4fb5

Observation ab8a31a9-bd9b-44f6-a656-72fe95d3b7b1 · outbound

This paper cites Advancing mal- ware imagery classification with explainable deep learning: A state-of-the-art approach using SHAP, LIME and Grad-CAM.PLOS ONE, 20(5):e0318542, 2025.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Advancing mal- ware imagery classification with explainable deep learning: A state-of-the-art approach using SHAP, LIME and Grad-CAM.PLOS ONE, 20(5):e0318542, 2025

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 9b81e1f2-cb5d-483e-8bd9-81f13f65dac1 · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 1104d30a-8ed4-403a-8b8d-c4412901a4f1 · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 32

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.296865Z digest=sha256:ea1850efdd00a02749ce52be6ea2838d4dcbd536face7b02b5ffa0708faa7a6a

Observation 56111f99-0de3-48b6-8bcd-b2765af013fa · outbound

This paper cites RISE: Randomized input sampling for explanation of black-box models.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models RISE: Randomized input sampling for explanation of black-box models

Reference 33

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raw_fallback, observed 2026-08-16T00:22:05.621010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.300592Z digest=sha256:ee35514c18919e3869349925e5bfcc7750181379fb1460a026bcc338030f5828

Observation e0b453cc-19f4-4829-870c-aed5edd33ee4 · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 34

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.304301Z digest=sha256:81c5d8929473707490ffbd162fd314b736055d215305de8d8151132845baf169

Observation 5b29ca8d-8d0e-4096-b989-d35d6872e89a · outbound

This paper cites Selvaraju, Michael Cogswell, Abhishek Das, Ramakrishna Vedantam, Devi Parikh, and Dhruv Batra.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Selvaraju, Michael Cogswell, Abhishek Das, Ramakrishna Vedantam, Devi Parikh, and Dhruv Batra

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:22:05.600422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.307770Z digest=sha256:615cc0a887128660bc5e55c8f9bfe5d82ef8e00c464b35fde21eda262c4b0c4f

Observation a69d698b-fa90-4d1f-8f67-b140b6bdcd44 · outbound

This paper cites kaspersky.com/en/threat/HEUR:Trojan-Downloader.Win32.Seraph.gen/, 2025.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models kaspersky.com/en/threat/HEUR:Trojan-Downloader.Win32.Seraph.gen/, 2025

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:22:05.589500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.311531Z digest=sha256:397eabb00bd1aecd5c05ede0f6f22baa3caac2a8cedf1d55e0ece3a71da8464e

Observation e9048e40-2b67-4d80-97a0-8c0ab52d27d7 · outbound

This paper cites An empirical analysis of invariance Hu’s moment feature over a digi- tal image.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models An empirical analysis of invariance Hu’s moment feature over a digi- tal image

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:22:05.577872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.315777Z digest=sha256:a32a36ab165d78cbdc1b9ce5ba002d863f3bf3e8b8cbe4e1a605d4f1d503a916

Observation 2a35ecae-a843-4511-94d2-d025cb6152d6 · outbound

This paper cites kaspersky.com/en/threat/HEUR:Trojan-Spy.Win32.SnakeLogger.gen/, 2025.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models kaspersky.com/en/threat/HEUR:Trojan-Spy.Win32.SnakeLogger.gen/, 2025

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:22:05.565908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.319550Z digest=sha256:b3cb60d5610ddeb11d32a70229073e98acd92a58140cf1ef3be977df669bb003

Observation 1357d844-fc4a-4889-95aa-dacf91d8f2d2 · outbound

This paper cites A selective survey of deep learning techniques and their ap- plication to malware analysis.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models A selective survey of deep learning techniques and their ap- plication to malware analysis

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:22:05.553458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.323130Z digest=sha256:26a88afca914371f8883a4593bd07f9070507755d146f936c66d7ce54d81fd38

Observation 231e22c4-cd4f-4da4-99ce-b2862b78b73a · outbound

This paper cites com/en/threat/HEUR:Trojan-PSW.Win32.Stealerc.gen/, 2025.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models com/en/threat/HEUR:Trojan-PSW.Win32.Stealerc.gen/, 2025

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:22:05.541490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.326979Z digest=sha256:5e8ca5e11214e220947fca4ecb18db708d6cbab0d19dbd7e19e035f62310148d

Observation cc3f8c86-43b1-4f53-82e8-05b6ff7802e4 · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-16T00:22:05.528851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.330811Z digest=sha256:b75a2229a291cc053ede1c19d609756d9b49ea9b2efd2a26b255ef61ba0184ec

Observation 6bdeeabc-82d2-475a-99aa-656230718b78 · outbound

This paper cites BHMDC: A byte and hex n-gram based malware detection and classification method.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models BHMDC: A byte and hex n-gram based malware detection and classification method

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:22:05.517078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.334515Z digest=sha256:2626c7fa17fb049ee558a45f4ab36dca18929d1fa99ce5f9c394daf55898bb2c

Observation 1380499d-430e-405b-8ee9-707a352923c2 · outbound

This paper cites kaspersky.com/en/threat/HEUR:Trojan-Downloader.Win32.Taskun.gen/, 2025.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models kaspersky.com/en/threat/HEUR:Trojan-Downloader.Win32.Taskun.gen/, 2025

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:22:05.504197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.338265Z digest=sha256:4b07f5ebe3515ba95869a2252c2d08d459590f2556b3f8f1c7e0ac2e25be7756

Observation 66cc5e60-dbbc-43ec-9b95-19612ecae86d · outbound

This paper cites Simple binary data visualization.https://martin.varela.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Simple binary data visualization.https://martin.varela

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-16T00:22:05.341844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:22:05.341844Z digest=sha256:efe097616a25e5c57c70506aa5520f88a7e46716fa10f03105474d9e28e87ff3

Observation 00be2e2d-e982-4716-929e-988b8869fe5a · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-16T00:22:05.484049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.346169Z digest=sha256:e96d9429fc43a656f611c8bd399da5c1ac39c337228a9666bfa91b80db3ea7ce

Observation 51419711-d0d6-4951-9b0f-a634f0fa75cd · outbound

This paper cites an unresolved cited work.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-16T00:22:05.472102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.351020Z digest=sha256:ae39c951d06b9fa2c55ccb15e02280a9f86837e9f12431af9d05076c2cef66b9

Observation 8b8795ef-7224-4757-ae63-e5368158b865 · outbound

This paper cites Hunting for metamorphic engines.Journal in Computer Virology, 2(3):211–229, 2006.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Hunting for metamorphic engines.Journal in Computer Virology, 2(3):211–229, 2006

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:22:05.460767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.355347Z digest=sha256:542912310de7ed6ec743c97a187db039e1fcfd9b3b7358f6ee8dc09e1f4d585b

Observation 6dab3bc6-0d3a-4a4a-bec9-ad28d5eb649c · outbound

This paper cites Deep learning versus Gist descriptors for image-based malware classifi- cation.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Deep learning versus Gist descriptors for image-based malware classifi- cation

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:22:05.449810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.358895Z digest=sha256:afa1f527b6d39df75b52a7cc9a69792747b5c66127f77bc8c756a87cff7c56f4

Observation bf1602ec-5dde-4d77-ac36-23201a673653 · outbound

This paper cites Appendix In this Appendix, we give examples of malware images and their corresponding Grad-CAM overlay images.

A Comparison of Malware Image Transformations Using Grad-CAM and Hybrid Learning Models Appendix In this Appendix, we give examples of malware images and their corresponding Grad-CAM overlay images

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:22:05.437800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T00:22:05.363299Z digest=sha256:ec7dc702d23b9882d2f5fb2e23ac2ab88ce765c53b9f7480897a753a058e3aa4

Pith citing papers

No inbound Pith citation observations are available.