SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity | Paper Citation Record

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This paper cites Created by Maxwell Standen, David Bowman, Son Hoang, Toby Richer, Martin Lucas, Richard Van Tassel.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Created by Maxwell Standen, David Bowman, Son Hoang, Toby Richer, Martin Lucas, Richard Van Tassel

Reference 1

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This paper cites Created by Maxwell Standen, David Bowman, Son Hoang, Toby Richer, Martin Lucas, Richard Van Tassel, Phillip Vu, Mitchell Kiely.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Created by Maxwell Standen, David Bowman, Son Hoang, Toby Richer, Martin Lucas, Richard Van Tassel, Phillip Vu, Mitchell Kiely

Reference 2

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This paper cites Adkins, M.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Adkins, M

Reference 3

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This paper cites Agarwal, M.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Agarwal, M

Reference 4

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This paper cites Agarwal, M.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Agarwal, M

Reference 5

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This paper cites Al-Fawa’reh, J.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Al-Fawa’reh, J

Reference 6

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This paper cites Al Wahaibi, M.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Al Wahaibi, M

Reference 7

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This paper cites Learning to Evade Static PE Machine Learning Malware Models via Reinforcement Learning.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Learning to Evade Static PE Machine Learning Malware Models via Reinforcement Learning

Reference 8

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This paper cites Andrew, S.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Andrew, S

Reference 9

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This paper cites Applebaum, C.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Applebaum, C

Reference 10

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This paper cites Apruzzese, M.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Apruzzese, M

Reference 11

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 12

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Arulkumaran, M

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Reference 14

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This paper cites Bates, V.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Bates, V

Reference 15

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This paper cites Beyond rewards in reinforcement learning for cyber de- fence, 2026.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Beyond rewards in reinforcement learning for cyber de- fence, 2026

Reference 16

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This paper cites Dota 2 with Large Scale Deep Reinforcement Learning.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Dota 2 with Large Scale Deep Reinforcement Learning

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity B ¨ottinger, P

Reference 18

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This paper cites Boutilier, T.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Boutilier, T

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Exploration by Random Network Distillation

Reference 20

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This paper cites Caminero, M.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Caminero, M

Reference 21

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This paper cites Cavenaghi, G.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Cavenaghi, G

Reference 22

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This paper cites Measuring the Reliability of Reinforcement Learning Algorithms.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Measuring the Reliability of Reinforcement Learning Algorithms

Reference 23

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This paper cites Chatterjee and Akbar-Siami Namin.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Chatterjee and Akbar-Siami Namin

Reference 24

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 25

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Colas, O

Reference 30

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Collyer, A

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Corradini, Z

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Dabney, G

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity De Silva, W

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Challenges of Real-World Reinforcement Learning

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Eimer, M

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Emerson, L

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Erd ˝odi, ˚A Sommervoll, and F

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Evertz, N

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Faillon, B

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Fawzi, M

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Foley, C

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Foley and S

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Foley and S

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Foley, M

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Gangupantulu, T

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Adversarial Policies: Attacking Deep Reinforcement Learning

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Gohil, H

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Gohil, S

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Ttcp cage chal- lenge 3.https://github.com/cage-challenge/ cage-challenge-3, 2022

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Ttcp cage chal- lenge 4.https://github.com/cage-challenge/ cage-challenge-4, 2023

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Hausknecht and P

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Henderson, R

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity On Inductive Biases in Deep Reinforcement Learning

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Hicks, V

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity SquirRL: Automating Attack Analysis on Blockchain Incentive Mechanisms with Deep Reinforcement Learning

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Hsu and M

Reference 67

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Observation 6d276a13-3349-4858-95be-d866acd43687 · outbound

This paper cites an unresolved cited work.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 68

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Observation 12a65293-f836-4f4d-afed-8f89ca7eca1f · outbound

This paper cites Jumper, R.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Jumper, R

Reference 69

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Observation a4bcdbcd-8485-4da5-a2c6-808fce26cc4e · outbound

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SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 70

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Observation 0e6e0af5-d3a0-47eb-a7d8-b781195bb902 · outbound

This paper cites Model-Based Reinforcement Learning for Atari.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Model-Based Reinforcement Learning for Atari

Reference 71

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Observation 21715484-6bf0-4f8f-83db-ba06b7fc81bd · outbound

This paper cites TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time (Extended Version).

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time (Extended Version)

Reference 72

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Observation efe29ff9-21e5-41c0-8750-d9f3598b59d9 · outbound

This paper cites an unresolved cited work.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 73

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Observation 93ac4450-3308-4b38-aa0b-72c8c9f44030 · outbound

This paper cites Klees, A.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Klees, A

Reference 74

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Observation 9bfbc5c4-a4c2-4c2d-9143-242c30171f47 · outbound

This paper cites Kvasov, M.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Kvasov, M

Reference 75

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Observation 50fd35dc-31f6-4a05-9c18-d287b9e89273 · outbound

This paper cites Landen, K.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Landen, K

Reference 76

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Observation 63909332-5fd1-4e86-a25f-0ec99801f06d · outbound

This paper cites Landis and G.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Landis and G

Reference 77

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Observation 0d59880a-4cd0-4121-a5f5-c3c7a7aa86e2 · outbound

This paper cites Le Tolguenec, E.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Le Tolguenec, E

Reference 78

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Observation 13b8c343-7b53-4224-b476-661a6160b989 · outbound

This paper cites an unresolved cited work.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 79

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Observation 163bdb5b-5330-4c5c-8f4b-84f03e772680 · outbound

This paper cites an unresolved cited work.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 80

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Observation 3f8c22e3-ed8b-4157-9277-0364c1aa7e09 · outbound

This paper cites an unresolved cited work.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 81

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Observation b7e036e0-e1f2-477d-92bc-78f48574ff2d · outbound

This paper cites an unresolved cited work.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 82

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Observation fd98dc55-f369-4fc3-b0b8-821e8affd97c · outbound

This paper cites Lopez-Martin, B.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Lopez-Martin, B

Reference 83

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Observation 533f6006-bc2d-4fa5-be57-4040536b5969 · outbound

This paper cites an unresolved cited work.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 84

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Observation 80ea6da6-5e9f-4549-ad8c-3a97544d8071 · outbound

This paper cites an unresolved cited work.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 85

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Observation 78e4e4b4-d6aa-463d-8111-932f1c90d82a · outbound

This paper cites Maeda and M.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Maeda and M

Reference 86

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Observation 4e85cdea-4499-4c2c-9106-42eea1647fe5 · outbound

This paper cites Guidelines for Applying RL and MARL in Cybersecurity Applications.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Guidelines for Applying RL and MARL in Cybersecurity Applications

Reference 87

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Observation 604565b2-5d9c-48eb-8bef-d525f02b2ea5 · outbound

This paper cites McFadden, M.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity McFadden, M

Reference 88

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Observation cb99c67d-c6e4-4655-a385-fdb9db72d5a3 · outbound

This paper cites McFadden, M.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity McFadden, M

Reference 89

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Observation 64926738-6233-48f9-a7bb-02fc8c37a9d9 · outbound

This paper cites McFadden, Z.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity McFadden, Z

Reference 90

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Observation 9543db87-378c-4914-901f-1be6c661b2a4 · outbound

This paper cites McFadden, M.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity McFadden, M

Reference 91

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Observation bc519fd2-d6b0-4a02-b7b3-f8b71ad9fe43 · outbound

This paper cites an unresolved cited work.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 92

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Observation d0451681-c554-45ae-8676-8945d4f013bb · outbound

This paper cites Mirhoseini, A.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Mirhoseini, A

Reference 93

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Observation 26611a8e-a274-44e4-acab-daf7203933fd · outbound

This paper cites an unresolved cited work.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 94

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Observation 8c574b0a-088d-4cd2-82db-047394280cf8 · outbound

This paper cites Playing Atari with Deep Reinforcement Learning.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Playing Atari with Deep Reinforcement Learning

Reference 95

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Observation 46404a93-0be5-443a-a942-39be683e530b · outbound

This paper cites Mohamed and R.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Mohamed and R

Reference 96

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Observation 01633a73-c818-4141-8021-836978c8ec75 · outbound

This paper cites Moore, A.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Moore, A

Reference 97

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Observation ec6e792f-3697-4fa0-9cf0-8b7ee909d90b · outbound

This paper cites an unresolved cited work.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 98

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Observation 9f009ee0-b67a-46ac-9c19-f1d03c13b64e · outbound

This paper cites an unresolved cited work.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Unresolved cited work

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-03T03:15:10.051172Z

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Observation 28ba3372-47f8-4388-90f8-72602b90d690 · outbound

This paper cites Nikishin, M.

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Nikishin, M

Reference 100

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