Paper Citation Record · LEDGER

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence

As of 14 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2608.06778.

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

pith.paper-citation-record.v1
2608.06778 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:04:22.314874Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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 exact3
verified fuzzy3
unresolved30
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 359c0c16-9791-43d0-b46f-cf7b4b46e67c · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:27.034753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f0633a15-5ffa-4fc0-a8f9-d1cd3d14fc2d · outbound

This paper cites Minerva: Reinforcement Learning with Verifiable Rewards for Cyber Threat Intelligence LLMs.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Minerva: Reinforcement Learning with Verifiable Rewards for Cyber Threat Intelligence LLMs

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-10T21:04:23.717272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a860e140-4fc5-4571-8596-7c5df79899b3 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:26.694752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7e73c643-795b-472a-938e-a95b8922b87a · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:26.528881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8466b65b-38df-48f5-91ff-4ab56feb7825 · outbound

This paper cites 2025.{SoK}: Automated{TTP} Extraction from{CTI} Reports–Are We There Yet?.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence 2025.{SoK}: Automated{TTP} Extraction from{CTI} Reports–Are We There Yet?

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:04:26.375020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5f41a726-ca4a-4838-a7e2-aabb3712d65a · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:26.224753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c2ae3cd9-b106-4263-990e-3ccab2436857 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 7

Resolution: verified exact; raw_fallback, observed 2026-08-10T21:04:23.554740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5da5014b-ede5-41a6-9826-7e8d6f12d9a8 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:26.074747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bbe199f7-9ffd-438f-bf50-4ab3c56951af · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:21.244745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b2a49d9-8a30-4473-9c23-cc78775243b0 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:21.304745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce98db49-aa55-4e75-97ad-af5abdf8dfd6 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:21.351177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb6c30fd-9fff-4ba5-8a7c-b9215ae785c9 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:25.734752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 481072a7-e4ae-481c-ad49-02328ffa4613 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:25.554748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d08eac69-6b83-4066-a9cc-4e463c799f12 · outbound

This paper cites From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-10T21:04:23.244650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 31d3c08e-d0a7-4684-adbd-e52754f476e5 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:25.410145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c793e054-9c3a-44e1-a308-94f5f886e89b · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:25.159091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 58017e0d-ed16-4ccf-81b5-da7bcd64c1ed · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:21.614827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72c2b59a-67e9-4872-a3df-8c61e6531d23 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:24.957940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8cc8fa1b-6ac8-4f27-a220-86d3f785f09b · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:24.831982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 56165d2e-1fba-459c-a815-d38680873803 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:24.693963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0a257b1d-143e-4ad1-a33c-dc80b2d4634c · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:21.844990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a930efe-05ea-4122-9975-61fccf6cb7e9 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:21.881287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ace47e99-3616-46ed-8fab-23e3f361f819 · outbound

This paper cites 2009.The probabilistic relevance frame- work: BM25 and beyond.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence 2009.The probabilistic relevance frame- work: BM25 and beyond

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:21.927058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 081efe8b-950f-4dc0-ba91-2b3ae07e6ca4 · outbound

This paper cites LLMCloudHunter: Harnessing LLMs for Automated Extraction of Detection Rules from Cloud-Based CTI.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence LLMCloudHunter: Harnessing LLMs for Automated Extraction of Detection Rules from Cloud-Based CTI

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:21.974881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29e6ee18-8fa0-4fe1-8b32-fab180251eb0 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:22.000306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d2043c5-5086-4e0b-bec5-3eedb9ff8ed1 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:22.036055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7c241ca-cb7f-4d74-a17b-4a922c93c0fe · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:22.063730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bce490a2-869d-446f-81f4-458257c4364f · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:24.176522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e29e7215-ced3-42bc-9028-32485717abb2 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:24.054753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation dda1a784-353b-4dce-9b13-2c79fb1e8e8b · outbound

This paper cites Qwen3 Technical Report.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Qwen3 Technical Report

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:22.184746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4cde4aa-f24b-4428-8239-de97fd504d56 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:22.224753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c63c392f-0985-4826-b747-675499709ed8 · outbound

This paper cites an unresolved cited work.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:04:23.814754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 694bd5f8-b4bb-4cc7-b3c3-1d845ec81275 · outbound

This paper cites Rank-R1: Enhancing Reasoning in LLM-based Document Rerankers via Reinforcement Learning.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence Rank-R1: Enhancing Reasoning in LLM-based Document Rerankers via Reinforcement Learning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:22.314874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25acaf85-b80f-4cc7-b312-ff7c00e5f068 · outbound

This paper cites InIFIP annual conference on data and applications security and privacy.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence InIFIP annual conference on data and applications security and privacy

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:04:26.854663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 34070b73-8543-4642-9292-3f835171fb56 · outbound

This paper cites InFindings of the Association for Computational Linguistics: ACL 2025.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence InFindings of the Association for Computational Linguistics: ACL 2025

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:04:25.288967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b293e87d-f5db-43d3-bbab-abb4f9fe0c65 · outbound

This paper cites GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization.

Retrieval-Constrained Policy Optimization for Attack Technique Extraction from Cyber Threat Intelligence GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-10T21:04:21.686902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.