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Paper Citation Record · LEDGER

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference

As of 19 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2509.05161.

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

pith.paper-citation-record.v1
2509.05161 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:37:44.843516Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

19 of 19 outbound references displayed

  • verified exact5
  • verified fuzzy12
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 17c2333c-f9cc-4530-84d0-334fc593996a · outbound

This paper cites an unresolved cited work.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T05:37:43.245018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:37:43.245018Z digest=sha256:c3821d638ea9f73e1e8272eae1397097baa0f3475a6a8cdefb5537993fbd8e04

Observation e137e281-fd5e-4e3f-ab80-98051905d3da · outbound

This paper cites Dual-Use Commercial and Military Communications on a Single Platform using RAN Domain Specific Language.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Dual-Use Commercial and Military Communications on a Single Platform using RAN Domain Specific Language

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-08-05T05:37:46.185860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:43.348975Z digest=sha256:6537169c4ce573bc744f4fbe200dcd78a2925c2b774732005d7734a8401ce3cc

Observation c1a18e35-0c50-4d52-839e-a2eeae0db8b8 · outbound

This paper cites Towards adversary- resilient interference management in o-ran: Requirements and gap analysis,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Towards adversary- resilient interference management in o-ran: Requirements and gap analysis,

Reference 3

Resolution
verified exact
doi, observed 2026-08-05T05:37:45.320597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:43.457986Z digest=sha256:207e11e43bf500ddb2e004bfb2bf2e73c9e45ebc2db5401d5d18111534244f04

Observation 21695954-d1b8-48ef-988d-9e6ac7b865fd · outbound

This paper cites O-ran specifications,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference O-ran specifications,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:37:47.923170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:43.538464Z digest=sha256:33a5de5f5a9dee748d6a41d484301d27335aa2910e024f010b16275c00c341fc

Observation ee04520f-2843-4602-94e7-0db3e6be7bca · outbound

This paper cites O-ran y1 interface: General aspects and principles,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference O-ran y1 interface: General aspects and principles,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:37:47.765593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:43.628296Z digest=sha256:a725107591a9f1b786febdaa7c037bc871400a9b607876471e7b44495b2e43ac

Observation 0b0c7b1d-9979-4f83-af7e-4af40fa4d756 · outbound

This paper cites Enhancing o-ran security: Evasion attacks and robust defenses for graph reinforcement learning-based connection management,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Enhancing o-ran security: Evasion attacks and robust defenses for graph reinforcement learning-based connection management,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:37:47.618645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:43.716940Z digest=sha256:6adf5ab1733e9ef026b7a5275e9532fecf3a0eaecd2282adda0f61d084f386b0

Observation 69957f72-3bff-482f-9766-79c3a41549c1 · outbound

This paper cites Federated deep reinforce- ment learning for efficient jamming attack mitigation in o-ran,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Federated deep reinforce- ment learning for efficient jamming attack mitigation in o-ran,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:37:47.472621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:43.848186Z digest=sha256:ba2f9c8f2221c7c367e321b6033ad29f16f54ed3da72ffdbd7c28a26d6842512

Observation 65d6ecc6-5453-494e-87bf-e9116f45da66 · outbound

This paper cites Radar: Robust drl-based resource allocation against adversarial attacks in intelligent o-ran,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Radar: Robust drl-based resource allocation against adversarial attacks in intelligent o-ran,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:37:47.314693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:43.931078Z digest=sha256:d5f3977038e35d15293c5207aaa52d256a16034f38d1e21076224f600e607490

Observation 3e1eeca5-cae2-4bf7-8bd1-4121b99eb2f4 · outbound

This paper cites Efficient adversarial attacks against drl-based resource allocation in intelligent o-ran for v2x,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Efficient adversarial attacks against drl-based resource allocation in intelligent o-ran for v2x,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:37:47.182242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:43.995803Z digest=sha256:d01ba607308b4cacb8fd4822ff0faf4645d5d6ec13f564b811b1f3292bb6885c

Observation 7c7ac716-b107-4651-a3c3-4f10a2c532f5 · outbound

This paper cites System-level analysis of adversarial attacks and defenses on intelligence in o-ran based cellular networks,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference System-level analysis of adversarial attacks and defenses on intelligence in o-ran based cellular networks,

Reference 10

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T05:37:46.033873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:44.086639Z digest=sha256:85ace2f6b5991862da7aede79efe07929c9911eed0d476fdb9c9ba922dc35a79

Observation 1408524a-d6ee-4ddb-90de-fb548c99499b · outbound

This paper cites Integrated LLM-Based Intrusion Detection with Secure Slicing xApp for Securing O-RAN-Enabled Wireless Network Deployments.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Integrated LLM-Based Intrusion Detection with Secure Slicing xApp for Securing O-RAN-Enabled Wireless Network Deployments

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-08-05T05:37:45.727621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:44.165726Z digest=sha256:c5603ff01b2587d7f2e69881b60715373e17659d9935a6a81d5a78d7422666f0

Observation 678da833-9985-4273-a42e-182bb4b64799 · outbound

This paper cites Anomaly detection for mitigating xapp and e2 interface threats in o-ran near-rt ric,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Anomaly detection for mitigating xapp and e2 interface threats in o-ran near-rt ric,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:37:47.023598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:44.263646Z digest=sha256:207edec828a318d94c8fe31e00e5304df8fe998c85312bef6146ec8625b6dd91

Observation f691da38-4a7d-45f9-a53d-df21179b8c00 · outbound

This paper cites Securing 5g openran with a scalable authorization framework for xapps,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Securing 5g openran with a scalable authorization framework for xapps,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:37:46.878262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:44.356648Z digest=sha256:abc37080f68eafb657fe3b77bd2cd75ef82c764fabea6f999c14386007fbf9a6

Observation 74af2fe5-c50d-420d-a0a5-1fb9389510af · outbound

This paper cites Rogue Cell: Adversarial Attack and Defense in Untrusted O-RAN Setup Exploiting the Traffic Steering xApp.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Rogue Cell: Adversarial Attack and Defense in Untrusted O-RAN Setup Exploiting the Traffic Steering xApp

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-05T05:37:45.492727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:44.468950Z digest=sha256:87c03470ecf73c0a256721b9bb5c1a0f87cdfaf1e79bc5c7a7e113cc6fd111d6

Observation 276cf6e3-1e7a-4269-a41c-a2274a2a776c · outbound

This paper cites A system- atic learning method for optimal jamming,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference A system- atic learning method for optimal jamming,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:37:46.741961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:44.532276Z digest=sha256:e7024eea48dbfb6c63409d65a159e90488e178de798cf2f70c689fec9e5edc2c

Observation 95e97de7-f215-43a8-97ba-4f1bf6ce5519 · outbound

This paper cites Welcome to o-ran shared data layer (sdl) in c++ documentation,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Welcome to o-ran shared data layer (sdl) in c++ documentation,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:37:46.600404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:44.595719Z digest=sha256:55e3bb41ba8b8d31e58eaac2cebd19f482d3905eb8653b476fc06c5d4c8fe06e

Observation 8c9897b6-bf5e-41aa-819d-6f0697593309 · outbound

This paper cites O-ran security test specifications,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference O-ran security test specifications,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:37:46.513389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:44.689789Z digest=sha256:e355cdefd45a4526c5c93cde91d948a9599cb6456e0b808a0be8dac6c926495c

Observation f54500ed-1f29-4700-80c1-56b2a9a7c490 · outbound

This paper cites Point-cloud clustering and tracking algorithm for radar interferometry,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference Point-cloud clustering and tracking algorithm for radar interferometry,

Reference 18

Resolution
verified exact
doi, observed 2026-08-05T05:37:45.126812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:44.797317Z digest=sha256:f32dcb15823132717088f37264fd020a013ae2894f927a481bfde2e176488345

Observation 33d7f26d-de27-4f61-912a-d3ecdc7b15fd · outbound

This paper cites srsran: Open-source lte/5g ran software suite,.

Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference srsran: Open-source lte/5g ran software suite,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:37:46.353426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T05:37:44.843516Z digest=sha256:d533c7a78da17464bfde83a9497ee089b63e61d3efc69eb90e283e33368564b0

Pith citing papers

No inbound Pith citation observations are available.