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Paper Citation Record · LEDGER

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming

As of 16 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2505.24252.

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

pith.paper-citation-record.v1
2505.24252 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:34:20.124489Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

42 of 42 outbound references displayed

  • verified exact8
  • verified fuzzy5
  • unresolved27
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a5c6655-216d-4525-88ec-2f7ac2b97dfd · outbound

This paper cites BioMedLM: A 2.7B Parameter Language Model Trained On Biomedical Text.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming BioMedLM: A 2.7B Parameter Language Model Trained On Biomedical Text

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:15.474252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:15.474252Z digest=sha256:c51da92fb842c99a08ee2cc275d9ce4fe5ecd25e2b3df0bca6c3af6e3f72e308

Observation f42405ed-83fc-4653-b0e0-53fa77014b9f · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:25.726152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:15.515306Z digest=sha256:9f2e196d5bcae70a5636479fe892e06d4b7904b34560edae150bd1db4f94670a

Observation b6889fbc-1bfc-4368-a47e-9234ef0fc3bc · outbound

This paper cites Cheng and S.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Cheng and S

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:15.714897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:15.714897Z digest=sha256:63181b454a369e57f77e340a90a982fac87f4bb9859a90787a2cba47b78c5d52

Observation 14f40248-3d07-4c7f-9fda-c44a40ed3982 · outbound

This paper cites Gibberish is All You Need for Membership Inference Detection in Contrastive Language-Audio Pretraining.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Gibberish is All You Need for Membership Inference Detection in Contrastive Language-Audio Pretraining

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:34:22.239500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:15.865564Z digest=sha256:0c5913fe2239e94b428af9298ec2d438ad9601e4606ecdedb8434d5b0232551b

Observation a9b58e95-7f39-4340-a98f-db94ec982535 · outbound

This paper cites Reinforcement Learning from Multi-role Debates as Feedback for Bias Mitigation in LLMs.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Reinforcement Learning from Multi-role Debates as Feedback for Bias Mitigation in LLMs

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:15.991645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:15.991645Z digest=sha256:c0a769c9c826eed42f5442401f9d0eea82abf094ffd7ccff390a3e6ffda904f0

Observation 3aeef5e2-8562-4050-bfd6-6cf5f9495275 · outbound

This paper cites Cheng, Y.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Cheng, Y

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:34:25.556353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:16.179708Z digest=sha256:79829280309a71e9d38c49921dbf4c2d7b627135501f00aaec9ea40f84a71ae3

Observation d2d34496-9648-4984-8f66-54c88a3a8999 · outbound

This paper cites Chiang, Z.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Chiang, Z

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:34:25.381230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:16.378666Z digest=sha256:cf941b4809a48638325b0bbbd7254e897cd8eb11d0a9811f159748890001fc60

Observation 070780c8-bf93-4843-966a-4c24ffd4ec2d · outbound

This paper cites Php-webshell-dataset.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Php-webshell-dataset

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:34:25.191565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:16.679962Z digest=sha256:9d788e708273d3e6d5de07c18616b381a1fbbc9a553fd4543854f903a02306dd

Observation a5f2b4ae-8d38-41bc-8fd4-da27935f299e · outbound

This paper cites QLoRA: Efficient Finetuning of Quantized LLMs.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming QLoRA: Efficient Finetuning of Quantized LLMs

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:16.843435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:16.843435Z digest=sha256:ece6b515af8c97e29013f499cc1554452f1b0eb2131b6446f2971817da0260c1

Observation b506a6e5-8e7e-4449-84e3-5c72eb35c321 · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:25.021958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:16.963681Z digest=sha256:e7de4a77958602565fcde9589e4e86c1f4af2c80b1d68bdfac8de85a9c5f4dde

Observation 3b7e853a-5854-4fb7-8d22-ed7878d085f6 · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 11

Resolution
verified exact
doi, observed 2026-08-07T12:34:20.324923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:17.112560Z digest=sha256:17dc85ce8b0c377f0fd7350eddbeb7e4df00eaa52c0ce0d4b7cfe1bdfc0cd275

Observation 5b178e4d-6201-4f0c-905a-1ac8fbc5ea77 · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 12

Resolution
verified exact
raw_fallback, observed 2026-08-07T12:34:22.003540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:17.191560Z digest=sha256:4d35162624e3079cea98c810f33c8f5b5cbd8cf9e830b6c9986dcabcf3991f90

Observation e1d67f09-8044-444c-a79e-662b0071c9f1 · outbound

This paper cites Randomized Exploration in Cooperative Multi-Agent Reinforcement Learning.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Randomized Exploration in Cooperative Multi-Agent Reinforcement Learning

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:34:21.700097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:17.353217Z digest=sha256:1c7e267d3b8e3c5063e456de6cfbb88d3af9051c303213c5d3592cf6c87b0e46

Observation 839eba7f-8ec3-4290-8b2b-dc514856f262 · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:24.873110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:17.509909Z digest=sha256:168ee56b0cb791688862ef4e43345c5f007598fc4752a7432bf919bca5c0e336

Observation ca10f7e7-2b68-425d-a192-882d20d182d1 · outbound

This paper cites Labrak, A.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Labrak, A

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:17.622969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:17.622969Z digest=sha256:f0296eb0181705d1caa52bc06016604f64a890ecd17ec3271886860c14058a93

Observation 0301502a-bc07-49a2-a647-3f62908af7dd · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:24.665525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:17.783355Z digest=sha256:cab2558b6623cec35e418789bbad1b210f957450a4f4f8f989fca6efe410194c

Observation af800e50-30ae-4129-9d50-ff167502c73d · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:24.523153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:17.928301Z digest=sha256:d82c0f64ac837aea4e6307a2e96789462cb85597317549a0078754837f859f4b

Observation e94e1621-29c4-4ea7-a14d-58a70553d5db · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:24.355761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:18.076509Z digest=sha256:73e7370e554c720c9c1b0b0915d7614eb0974d101d1fb8f86cc283e98e76d584

Observation bb6916d7-5342-4a5b-94ee-fef88f11db09 · outbound

This paper cites Upper and Lower Bounds for Distributionally Robust Off-Dynamics Reinforcement Learning.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Upper and Lower Bounds for Distributionally Robust Off-Dynamics Reinforcement Learning

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:18.226209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:18.226209Z digest=sha256:0474beef737e68c846dfc54ccb3a48c82ff44cbb94d640dcad9272bd8fa6f91e

Observation a5ca8b84-0239-421f-a2ae-87a286271c53 · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:18.347144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:18.347144Z digest=sha256:d68117c64b0e3a2397b07d4129c6f6ba2a3fbc9a7ded832e58d79f3bf72ce3da

Observation 0d7b590d-3f5c-4723-b6b5-1536635dd5ba · outbound

This paper cites Large Language Models are Few-shot Generators: Proposing Hybrid Prompt Algorithm To Generate Webshell Escape Samples.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Large Language Models are Few-shot Generators: Proposing Hybrid Prompt Algorithm To Generate Webshell Escape Samples

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:34:21.517247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:18.466533Z digest=sha256:3a92e0da3d5d86556523e829b134fd5b68e9d06928c36ab7f5bea5b7d950fe14

Observation 137fa57b-7c3c-4b7b-9c67-c9ba33e54e08 · outbound

This paper cites Research and application of artificial intelligence based webshell detection model: A literature review.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Research and application of artificial intelligence based webshell detection model: A literature review

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:34:21.273510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:18.565651Z digest=sha256:9579594f5b9ed7ecae3cc22e109839c2a01f229c9f72d1d44130c0bd0ff6dec9

Observation b02a6cff-73b8-4f80-a411-680fa242b103 · outbound

This paper cites Ouyang, J.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Ouyang, J

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:34:24.211493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:18.650766Z digest=sha256:4c4d1df706cb1d5455782f57b9f44558bc90a076364e2f8c84ae25c3b39880f2

Observation fe9ae7bc-5cb2-44ff-91b3-4f2e49bacb12 · outbound

This paper cites Ouyang, J.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Ouyang, J

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:18.723303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:18.723303Z digest=sha256:bbac16cf22bc81c7333585376e00f1e586091e377ae69c7c6a7a3cdb161d0576

Observation bb0f3167-6075-46a2-8d34-6633aac8e317 · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:23.993699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:18.805137Z digest=sha256:6f14fa2c6c69406321bc6fed763191ad2a559521a07e52c85a4f7da758688dd1

Observation 634ff62b-c777-42f7-b342-2fe95b45c099 · outbound

This paper cites SelfPrompt: Autonomously Evaluating LLM Robustness via Domain-Constrained Knowledge Guidelines and Refined Adversarial Prompts.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming SelfPrompt: Autonomously Evaluating LLM Robustness via Domain-Constrained Knowledge Guidelines and Refined Adversarial Prompts

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:34:21.014832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:18.893028Z digest=sha256:66ca37caf7364c37a76396842b25b6b3c56dab9be0fdf0513dab3950e597f9ec

Observation 36d3e9e9-434b-4bdc-92aa-bfec5acabee0 · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:23.836047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:18.989347Z digest=sha256:bdb23d7c9ce9e60b246b6054df76c0a2f56830356f324211c103c5f6a9a1238a

Observation 157d7ee7-784c-4755-8cfc-1c3321854afc · outbound

This paper cites Proximal Policy Optimization Algorithms.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Proximal Policy Optimization Algorithms

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:19.053720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:19.053720Z digest=sha256:f703c6becf334df91c8e5eb93002ffd4388fe50306b8bbcc2a8ac9b5f032df3f

Observation 6487bc9c-df17-4427-bf72-2ddfc4a1b531 · outbound

This paper cites Starov, J.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Starov, J

Reference 29

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T12:34:20.811419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:19.120158Z digest=sha256:75c31c98fb6a1908a9333b0a969e794b2b7323c979e11ef29977429239e0315b

Observation 72e25584-5ded-45fa-937d-37af001be986 · outbound

This paper cites Stiennon, L.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Stiennon, L

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:34:23.605611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:19.187729Z digest=sha256:95248f10c85c99cf5144847e061178dd3e1e66ccc2b2f15cd1ce09fb5029df36

Observation 25c02ceb-0030-4918-a715-472dc209f40e · outbound

This paper cites Taori, I.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Taori, I

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:19.236196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:19.236196Z digest=sha256:2bbbdf08c0f033885b5fd996b98550e4f8742fdc2d9de6e1550f94c8fbdc9166

Observation 9694c678-ee16-4f99-98c5-74a9b0fea927 · outbound

This paper cites Clinical Camel: An Open Expert-Level Medical Language Model with Dialogue-Based Knowledge Encoding.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Clinical Camel: An Open Expert-Level Medical Language Model with Dialogue-Based Knowledge Encoding

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:19.325046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:19.325046Z digest=sha256:976473936d7e7437ba3ded119625941d4e51a4a38c5b679e3e63fdc4b25b825e

Observation ca4a85da-8c9b-4e3f-b1e9-570175068946 · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:23.423750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:19.424055Z digest=sha256:b8cec41eec972ec09edeb8d431790dbb050c74ce058131dcee9abadbe110636e

Observation 2fcb040c-bc8f-4191-94c1-284edfb14333 · outbound

This paper cites Poster: Long PHP webshell files detection based on sliding window attention.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Poster: Long PHP webshell files detection based on sliding window attention

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:34:20.576371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:19.504289Z digest=sha256:1e718a7de4ab18fbf1c1f9b99420588df501c4b905817f0564671d0374f2b230

Observation 9128bd60-7309-4081-b5ee-2f26ac38fbaf · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:23.208445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:19.562920Z digest=sha256:32bb0cf629f4b5da8d093a740c72454a78c3e74bb767e58820424b832a9c5d84

Observation 82524c93-04bc-4cfd-bb6e-de9211a9ab17 · outbound

This paper cites Yang, X.-Y.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Yang, X.-Y

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:19.628386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:19.628386Z digest=sha256:adcd1c27372a815d7c9e6154739de238d7881d8c4c6028944b0fff6b05ca7a5a

Observation 47b77b4e-ad98-4254-ad91-9c296a292e57 · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:23.064669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:19.702112Z digest=sha256:302d50ce35a9c5f2faa9a12cbe6db51b4b630d6e248fe011de20f59a4700afae

Observation 6f632462-c158-45ae-9b12-044d5d23b4df · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:22.872159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:19.779785Z digest=sha256:00ce75d915559dd851b9d76b383dd93fc43263f2b8d56ab8d1096c2f24018639

Observation e2665a43-70fa-406f-91d2-ed634dea7075 · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:22.659625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:19.890707Z digest=sha256:16a8b516658d223f98862137b3bb5fe47fbed92835127bf0fd9730415a336819

Observation d9a15041-f30f-448d-83bc-da26eb327633 · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:34:22.478669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T12:34:20.016957Z digest=sha256:0cc4b607934b9a129ff6a2ddaf3391bd1419b65019aeed8e2b085a90679849bc

Observation b4e70cb7-a9ac-40b5-aadb-798a38bb1ac3 · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Fine-Tuning Language Models from Human Preferences

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T12:34:20.124489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:20.124489Z digest=sha256:8abf02afe82213b6c6ecdaca3f9547f71712d7ae222cbc2659df14f3101a2f84

Observation ce3f1fc0-9f05-447a-a5c4-4cb684201101 · outbound

This paper cites an unresolved cited work.

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming Unresolved cited work

Reference 2021

Resolution
parse uncertain
no resolver link, observed 2026-08-07T12:34:16.769310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:34:16.769310Z digest=sha256:67a8cf13776ffcd9fb010b91ce07388d5ab3678985f783325fcfa2e9b1dcad62

Pith citing papers

No inbound Pith citation observations are available.