Paper Citation Record · LEDGER

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks

As of 11 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2501.00050.

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

pith.paper-citation-record.v1
2501.00050 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:49:42.010202Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-15T00:27:16.993838Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T00:28:23.178426Z

Reference resolution

40 of 40 outbound references displayed

verified exact2
verified fuzzy7
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c744d9e3-7864-498e-9618-1f099ca20b91 · outbound

This paper cites A Classification-by-Retrieval Framework for Few-Shot Anomaly Detection to Detect API Injection Attacks.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks A Classification-by-Retrieval Framework for Few-Shot Anomaly Detection to Detect API Injection Attacks

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:49:42.097363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f32a156e-8632-49ae-b1ce-a00286b2dbb1 · outbound

This paper cites RoBERTa-Augmented Synthesis for Detecting Malicious API Requests.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks RoBERTa-Augmented Synthesis for Detecting Malicious API Requests

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:49:42.073672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fd830ef2-2df3-4b7f-8dde-b2240ec49fc2 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.639086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d07df7c6-76f5-4114-bb20-d4f2324fb6b4 · outbound

This paper cites D.; Ghorbani, A.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks D.; Ghorbani, A

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:49:42.624474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation dee882bf-a341-445a-a700-e20a2de06d1b · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.609666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0585d17c-fe38-4f74-8673-8f5bd58bc16b · outbound

This paper cites K.; and Angin, P.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks K.; and Angin, P

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:49:42.595158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 730e62e3-85dc-466c-b62e-f31e7c8a4a9f · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.580977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 31c49253-452b-449c-b8ca-c8ab247357da · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.566817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d073e7b6-00d1-43f4-b196-05fec4f680b0 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.551976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9cfed567-c3bc-47b5-ad3b-7747c106da30 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.538299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5ba91cba-7c71-4516-838d-204496f3403f · outbound

This paper cites K.; Niu, W.; Zhang, X.; and Li, F.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks K.; Niu, W.; Zhang, X.; and Li, F

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:49:42.524401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 852c5be6-f4c8-415b-9d97-8d7683be571c · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.509439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 09498fbc-e598-4934-8d3b-98f6148009f8 · outbound

This paper cites S.; Abdurrahman, U.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks S.; Abdurrahman, U

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:49:42.495036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a5b3166a-9984-4402-967b-73de317190f1 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.480314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 45379302-8c40-49f3-a543-a25590b531ce · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.466425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation eae1901e-e00d-41a8-97a0-2e37931502e1 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.452247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fcf8adf0-ffa5-43a2-aec6-46d6923a5153 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.437277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7e846f57-8472-4255-8e68-cd11a84443c5 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.422904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 06edd37e-512e-40e3-a8c3-5ffd2803d1a8 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.408163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a4a223e3-505a-4d09-ab38-787d1bc41ea4 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.392760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 95b07d00-28f3-4995-8252-2e406021c72a · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.378090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fbf28f4c-aab0-479e-893b-16e037d1642f · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.363593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b057c224-63a6-4383-a306-a637145ac107 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.348347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 909a8e54-b44b-44a8-b5fa-e4d10878159d · outbound

This paper cites Learning from Few Examples: A Summary of Approaches to Few-Shot Learning.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Learning from Few Examples: A Summary of Approaches to Few-Shot Learning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T23:49:41.936685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fed96e9f-ca2f-4725-86d2-d13916aa716c · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.333503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 66c65b29-89a5-478a-988d-b930486a1bed · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.318283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b0ab373d-2d16-44b1-af0c-9193c643f955 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.303160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1da80f63-6db9-4c9e-bfb9-37ddd0632f81 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.288548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4ab38b9f-dbff-41a4-8682-37ef7d07abd9 · outbound

This paper cites T.; Shiraishi, Y.; and Morii, M.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks T.; Shiraishi, Y.; and Morii, M

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:49:42.273797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 048d37df-9d92-4200-9307-e7970c112e9d · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.259174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 79e9a7b3-1ac9-451b-b98e-c1d18cfba772 · outbound

This paper cites P.; Swain, A.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks P.; Swain, A

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:49:42.244562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d88c0dd8-3cc6-43c9-b80b-9dab89ad5bed · outbound

This paper cites T.; and Ni, L.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks T.; and Ni, L

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:49:42.229731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 83df0a0f-9832-4a54-abd0-7b09241d10d8 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.214340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fbe6999c-4b97-472f-a77b-33c0088be446 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.197382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5ed04b8a-6f4f-4cb4-b857-86569ee83280 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.181872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation df22a841-fc31-4209-b774-ea95984bb793 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.165473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 372bc4c3-f5cc-4011-b8fb-dffd30fc7a69 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.149675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d7863c49-baf5-46ae-b8d7-88e2d77b5498 · outbound

This paper cites an unresolved cited work.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:49:42.134404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 043e049f-9541-4cc8-8a37-fbdce2e9c8a8 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks , " * write output.state after.block = add.period write newline

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T23:49:42.003748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34192647-af00-4724-8bc6-f85a41154e0f · outbound

This paper cites write newline.

Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks write newline

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-10T23:49:42.010202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 920496cd-6840-4ac4-b803-1ea52dd20ba5 · inbound

CSTS: A Canonical Security Telemetry Substrate for AI-Native Cyber Detection cites this paper.

CSTS: A Canonical Security Telemetry Substrate for AI-Native Cyber Detection Learning in Multiple Spaces: Few-Shot Network Attack Detection with Metric-Fused Prototypical Networks

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-15T00:28:23.180125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.