Pith Number

pith:52WD4TZS

pith:2026:52WD4TZS6ZQREV7ACTNQGD2RIR

not attested not anchored not stored refs resolved

Enhancing Network Resilience via Graph-Based Anomaly Detection in Sovereign Functions

Chenhan Zhang, Massimo Piccardi, Raymond Owen, Wei Ni, Xin Hao

GSID detects protocol configuration anomalies by identifying structural inconsistencies in a bipartite graph linking physical entities to logical states.

arxiv:2605.17716 v1 · 2026-05-18 · cs.NI

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4 Citations open

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The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

It is demonstrated experimentally that GSID outperforms state-of-the-art baselines by threefold in F1 score and by 23.2% in accuracy.

C2weakest assumption

The bipartite graph constructed from physical network entities and logical protocol states is assumed to capture the relevant structural inconsistencies that correspond to actual configuration anomalies without significant missing relationships or noise.

C3one line summary

GSID applies an adaptive configuration encoder and inconsistency dynamic attention on bipartite graphs to detect protocol configuration anomalies, reporting threefold F1 improvement and 23.2% accuracy gain over baselines.

References

82 extracted · 82 resolved · 0 Pith anchors

[1] Re- silience and failure analysis in next-generation communication networks: A contemporary survey, 2026

[2] Enhancing the resilience of communication networks, 2025

[3] Enhancing resiliency of integrated space-air ground- sea networks with renewable energies: A use case after the 2023 t ¨urkiye earthquake, 2023

[4] An intelligent fault tolerant data routing scheme for wireless sensor network-assisted industrial Internet of Things, 2023

[5] Failures and resilience in the IP era: Navigating the fragility of modern telecommunications networks–the sovereign functions, 2025

Formal links

1 machine-checked theorem link

Cited by

1 paper in Pith

Sample-Efficient Misconfiguration Classification for Network Resilience in Wireless Communications

Receipt and verification

First computed	2026-05-20T00:04:54.394111Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eeac3e4f32f6611257e014db030f514463e66b1d11bc11e1bbca5903f960578c

Aliases

arxiv: 2605.17716 · arxiv_version: 2605.17716v1 · doi: 10.48550/arxiv.2605.17716 · pith_short_12: 52WD4TZS6ZQR · pith_short_16: 52WD4TZS6ZQREV7A · pith_short_8: 52WD4TZS

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/52WD4TZS6ZQREV7ACTNQGD2RIR \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: eeac3e4f32f6611257e014db030f514463e66b1d11bc11e1bbca5903f960578c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17df5e1a26543b16e1f2f84c01af81a0a12aaccf8c529c52a91b91ca880be804",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2026-05-18T00:36:10Z",
    "title_canon_sha256": "ddfad31fa609cae3a84a5732f080d6e425c462b61c53a2519b917841549572af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.17716",
    "kind": "arxiv",
    "version": 1
  }
}