Paper Citation Record · LEDGER

D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 inbound Pith citation observations for arXiv:2502.10931.

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

pith.paper-citation-record.v1
2502.10931 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:23:52.289389Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation e9207ad7-6708-45ab-9791-502cd2a640a7 · inbound

CRAKEN: Cybersecurity LLM Agent with Knowledge-Based Execution cites this paper.

CRAKEN: Cybersecurity LLM Agent with Knowledge-Based Execution D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T15:23:52.289389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92082364-ec99-4155-a5cb-1e09da288b73 · inbound

Ransomware 3.0: Self-Composing and LLM-Orchestrated cites this paper.

Ransomware 3.0: Self-Composing and LLM-Orchestrated D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T15:09:23.834282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec0a22bb-13f5-4249-81da-1e0d1341dad6 · inbound

Systematic Capability Benchmarking of Frontier Large Language Models for Offensive Cyber Tasks cites this paper.

Systematic Capability Benchmarking of Frontier Large Language Models for Offensive Cyber Tasks D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:06:19.082441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f7bd9a95-1e82-4908-98c7-c50d788afc22 · inbound

RAVEN: Retrieval-Augmented Vulnerability Exploration Network for Memory Corruption Analysis in User Code and Binary Programs cites this paper.

RAVEN: Retrieval-Augmented Vulnerability Exploration Network for Memory Corruption Analysis in User Code and Binary Programs D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:55:21.299323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bfa05444-c302-4e09-b134-48d9a15cb3f4 · inbound

CyberCertBench: Evaluating LLMs in Cybersecurity Certification Knowledge cites this paper.

CyberCertBench: Evaluating LLMs in Cybersecurity Certification Knowledge D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-10T00:34:47.005690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 05955c99-ea89-481d-a852-6cef9eff4687 · inbound

Dynamic Cyber Ranges cites this paper.

Dynamic Cyber Ranges D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:16:53.665312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 368687bf-fba9-438d-aa47-b1f630fd101f · inbound

CrackMeBench: Binary Reverse Engineering for Agents cites this paper.

CrackMeBench: Binary Reverse Engineering for Agents D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T05:56:42.826867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cf562ca6-b578-407a-bc6e-2caf01071568 · inbound

uGen: An Agentic Framework for Generating Microarchitectural Attack PoCs cites this paper.

uGen: An Agentic Framework for Generating Microarchitectural Attack PoCs D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-19T15:47:38.542830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1bae50bd-42c2-4e3f-867c-ef0b45176fd2 · inbound

CyberEvolver: Structured Self-Evolution for Cybersecurity Agents On the Fly cites this paper.

CyberEvolver: Structured Self-Evolution for Cybersecurity Agents On the Fly D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-06-29T21:23:58.990422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7c843f5d-d93b-45d3-8958-f11046454e64 · inbound

Cybersecurity AI (CAI) Dataset cites this paper.

Cybersecurity AI (CAI) Dataset D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:13:26.818999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 72f6e017-a679-4bd5-aa67-2adf60b0aa66 · inbound

Honeyval: A Comprehensive Evaluation Framework for LLM-powered HTTP Honeypots cites this paper.

Honeyval: A Comprehensive Evaluation Framework for LLM-powered HTTP Honeypots D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:03:12.691991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 85a0061c-b2d1-4985-87a7-df0adff7c83d · inbound

A Survey of LLM-Driven Penetration Testing: Taxonomy, Co-Evolution, and Open Challenges cites this paper.

A Survey of LLM-Driven Penetration Testing: Taxonomy, Co-Evolution, and Open Challenges D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 98

Resolution: unresolved; no resolver link, observed 2026-07-12T09:10:11.585499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 878c03dc-cd2a-451a-b923-4735934be81c · inbound

Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response cites this paper.

Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-01T02:40:29.402817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbc41083-399e-4a16-a41b-ea52a7d7f608 · inbound

Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response cites this paper.

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-04T01:33:21.152871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.